{"id":5613,"date":"2020-09-27T09:00:18","date_gmt":"2020-09-27T06:00:18","guid":{"rendered":"https:\/\/www.almtoolbox.com\/blog_he\/?p=5613"},"modified":"2020-10-19T20:51:58","modified_gmt":"2020-10-19T17:51:58","slug":"why-taboola-switched-oracle-azul-java-zing","status":"publish","type":"post","link":"https:\/\/www.almtoolbox.com\/blog_he\/why-taboola-switched-oracle-azul-java-zing\/","title":{"rendered":"\u05d4\u05d0\u05d6\u05d9\u05e0\u05d5: \u05de\u05d3\u05d5\u05e2 Taboola \u05e2\u05d1\u05e8\u05d5 \u05de- Oracle Java \u05dc- Zing"},"content":{"rendered":"<p>\u05dc\u05d0\u05d7\u05e8\u05d5\u05e0\u05d4 \u05e6\u05e4\u05d9\u05ea\u05d9 \u05d1\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05de\u05e2\u05e0\u05d9\u05d9\u05df \u05e9\u05dc \u05d7\u05d1\u05e8\u05ea Azul, \u05d0\u05d5\u05ea\u05d4 \u05d0\u05e0\u05d5 \u05de\u05d9\u05d9\u05e6\u05d2\u05d9\u05dd, \u05d1\u05e9\u05d9\u05ea\u05d5\u05e3 \u05e2\u05dd VP IT \u05de\u05d7\u05d1\u05e8\u05ea Taboola .<\/p>\n<p>\u05d4\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05d9\u05e2\u05e0\u05d9\u05d9\u05df \u05de\u05d9 \u05e9\u05e2\u05d5\u05e1\u05e7 \u05d1\u05e1\u05d1\u05d9\u05d1\u05d5\u05ea production \u05e9\u05de\u05e8\u05d9\u05e6\u05d5\u05ea Java \u05d5- JVM .<\/p>\n<p>\u05d1\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05e9\u05d5\u05d7\u05d7\u05d5 Simon Riter \u2013 \u05e1\u05d2\u05df \u05d4 CTO \u05de\u05d7\u05d1\u05e8\u05ea AZUL , \u05d5\u05d0\u05e8\u05d9\u05d0\u05dc \u05e4\u05d9\u05d6\u05e6\u05e7\u05d9 \u05de\u05d7\u05d1\u05e8\u05ea Taboola.<\/p>\n<p>\u05d0\u05e8\u05d9\u05d0\u05dc \u05e1\u05d9\u05e4\u05e8 \u05de\u05d3\u05d5\u05e2 \u05d4\u05dd \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd \u05d1- Zing \u05dc\u05e9\u05d9\u05e4\u05d5\u05e8 \u05d1\u05d9\u05e6\u05d5\u05e2\u05d9 Java \/ JVM\u00a0 (\u05db\u05d5\u05dc\u05dc \u05e9\u05e7\u05e4\u05d9\u05dd \u05e9\u05dc \u05d1\u05d9\u05e6\u05d5\u05e2\u05d9\u05dd \u05dc\u05e4\u05e0\u05d9 \u05d5\u05d0\u05d7\u05e8\u05d9); \u05d4\u05de\u05dc\u05d9\u05e5 \u05e2\u05dc \u05d4\u05de\u05d5\u05e6\u05e8 \u05d5\u05d4\u05e1\u05d1\u05d9\u05e8 \u05de\u05d3\u05d5\u05e2 \u05e2\u05d1\u05e8\u05d5 \u05de\u05ea\u05de\u05d9\u05db\u05ea Java \u05e9\u05dc Oracle .<\/p>\n<h3>\u05db\u05de\u05d4 \u05e0\u05e7\u05d5\u05d3\u05d5\u05ea \u05de\u05e2\u05e0\u05d9\u05d9\u05e0\u05d5\u05ea \u05e9\u05d4\u05d5\u05d6\u05db\u05e8\u05d5 \u05d1\u05de\u05d4\u05dc\u05da \u05d4\u05e9\u05d9\u05d7\u05d4:<\/h3>\n<ul>\n<li>Taboola \u05e2\u05d5\u05e1\u05e7\u05ea \u05d1\u05d4\u05e8\u05d1\u05d4 big data:\n<ul>\n<li>3.2 \u05de\u05dc\u05d9\u05d0\u05e8\u05d3 \u05d3\u05e4\u05d9 \u05d0\u05d9\u05e0\u05d8\u05e8\u05e0\u05d8 \u05d1\u05d9\u05d5\u05dd<\/li>\n<li>1.4 \u05de\u05dc\u05d9\u05d0\u05e8\u05d3 \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd (\u05e9\u05d5\u05e0\u05d9\u05dd) \u05d1\u05d7\u05d5\u05d3\u05e9<\/li>\n<li>\u05de\u05e1\u05e4\u05e7\u05d9\u05dd 30 \u05de\u05dc\u05d9\u05d0\u05e8\u05d3 \u05d4\u05de\u05dc\u05e6\u05d5\u05ea \u05d9\u05d5\u05de\u05d9\u05d5\u05ea<\/li>\n<li>\u05de\u05d7\u05d6\u05d9\u05e7\u05d9\u05dd 8500 \u05e9\u05e8\u05ea\u05d9\u05dd \u05d1\u05e8\u05d7\u05d1\u05d9 \u05d4\u05e2\u05d5\u05dc\u05dd<\/li>\n<li>30 \u05de\u05dc\u05d9\u05d0\u05e8\u05d3 \u05e9\u05d5\u05e8\u05d5\u05ea \u05dc\u05d5\u05d2\u05d9\u05dd \u05de\u05d3\u05d9 \u05d9\u05d5\u05dd<\/li>\n<\/ul>\n<\/li>\n<li>\u05d3\u05e7\u05d4 15: \u05d1\u05d9\u05e6\u05d5\u05e2\u05d9 CPU \u05dc\u05e4\u05e0\u05d9 \u05e9\u05d9\u05de\u05d5\u05e9 \u05d1 ZING\u00a0 \u05d5\u05dc\u05d0\u05d7\u05e8\u05d9\u05d5<br \/>\n(\u05ea\u05de\u05d5\u05e0\u05d4 \u05d1\u05d4\u05de\u05e9\u05da)<br \/>\n\u05e8\u05d5\u05d0\u05d9\u05dd \u05e9- Zing \u05e9\u05d9\u05e4\u05e8 \u05de\u05e9\u05de\u05e2\u05d5\u05ea\u05d9\u05ea \u05d0\u05ea \u05d4\u05d1\u05d9\u05e6\u05d5\u05e2\u05d9\u05dd<\/li>\n<li>\u05d3\u05e7\u05d4 25: \u05e7\u05dc \u05dc\u05e2\u05e9\u05d5\u05ea \u05de\u05d9\u05d2\u05e8\u05e6\u05d9\u05d4 \u05dc\u05d6\u05d4<\/li>\n<li>\u05d0\u05e8\u05d9\u05d0\u05dc \u05e6\u05d9\u05d9\u05df \u05e9\u05d4\u05dd \u05e2\u05d5\u05d1\u05d3\u05d9\u05dd \u05e2\u05dd Zing \u05db\u05d1\u05e8 3 \u05e9\u05e0\u05d9\u05dd<\/li>\n<li>\u05dc\u05e4\u05e0\u05d9 Zing \u05d4\u05e9\u05ea\u05de\u05e9\u05d5 \u05d1- G1 (\u05e1\u05d5\u05d2 \u05e9\u05dc Garbage Collector) . \u05d6\u05d4 \u05d4\u05d9\u05d4 \u05dc\u05e4\u05e0\u05d9 4 \u05e9\u05e0\u05d9\u05dd<\/li>\n<li>\u05d1\u05e1\u05d5\u05e3 \u05d4\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05e6\u05d9\u05d9\u05df \u05e9\u05d9\u05e9 \u05de\u05e9\u05d4\u05d5 \u05e9\u05d4\u05dd \u05d9\u05db\u05d5\u05dc\u05d9\u05dd \u05dc\u05e2\u05e9\u05d5\u05ea \u05e8\u05e7 \u05e2\u05dd Zing<\/li>\n<li>\u05d4\u05dd \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd \u05d1- Grafana, Prometheus, Cassandra, Kafka, pull data with local agents<\/li>\n<\/ul>\n<p>\u05dc\u05e0\u05d5\u05d7\u05d9\u05d5\u05ea\u05db\u05dd \u05d4\u05d5\u05e1\u05e4\u05e0\u05d5 \u05d0\u05ea \u05d4\u05ea\u05de\u05dc\u05d9\u05dc \u05d4\u05de\u05dc\u05d0.<\/p>\n<h2>\u05dc\u05e6\u05e4\u05d9\u05d9\u05d4 \u05de\u05d3\u05d5\u05e2 \u05e2\u05d1\u05e8\u05d5 \u05dc- Zing :<br \/>\n<iframe loading=\"lazy\" src=\"https:\/\/player.vimeo.com\/video\/444997994\" width=\"700\" height=\"393.75\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><span data-mce-type=\"bookmark\" style=\"display: inline-block; width: 0px; overflow: hidden; line-height: 0;\" class=\"mce_SELRES_start\">\ufeff<\/span><\/iframe><\/h2>\n<p>&nbsp;<\/p>\n<div class=\"alm-box alm-contact\">\n<div dir=\"rtl\">\u05d0\u05e0\u05d5 \u05d7\u05d1\u05e8\u05ea ALM-Toolbox \u05de\u05d9\u05d9\u05e6\u05d2\u05d9\u05dd \u05d0\u05ea Azul \u05d1\u05d9\u05e9\u05e8\u05d0\u05dc \u05d5\u05d1\u05e2\u05d5\u05dc\u05dd \u05d5\u05de\u05e1\u05e4\u05e7\u05d9\u05dd \u05de\u05e1\u05e4\u05e7\u05d9\u05dd \u05d9\u05e2\u05d5\u05e5 JAVA , \u05e1\u05d9\u05d5\u05e2 \u05d1\u05de\u05e2\u05d1\u05e8 \u05d5\u05e8\u05e9\u05d9\u05d5\u05e0\u05d5\u05ea \u05dc\u05de\u05d5\u05e6\u05e8\u05d9 \u05d4\u05d7\u05d1\u05e8\u05d4 ZING \u05d5 ZULU (\u05ea\u05de\u05d9\u05db\u05ea JAVA), \u05d4\u05d8\u05de\u05e2\u05d4, \u05d4\u05d3\u05e8\u05db\u05d4 \u05d5\u05de\u05db\u05d9\u05e8\u05ea \u05e8\u05e9\u05d9\u05d5\u05e0\u05d5\u05ea Enterprise.<br \/>\n\u05dc\u05e4\u05e8\u05d8\u05d9\u05dd \u05e0\u05d5\u05e1\u05e4\u05d9\u05dd \u05d0\u05e4\u05e9\u05e8 \u05dc\u05e4\u05e0\u05d5\u05ea \u05d0\u05dc\u05d9\u05e0\u05d5: <a href=\"mailto:devops@almtoolbox.com\" target=\"_blank\" rel=\"noopener noreferrer\">azul@almtoolbox.com<\/a> \u05d0\u05d5 \u05d8\u05dc\u05e4\u05d5\u05e0\u05d9\u05ea 072-240-5222<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 dir=\"ltr\" style=\"direction: ltr; text-align: left;\">Transcription:<\/h3>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">Good morning, good afternoon or good evening depending on where you are and welcome to this webinar.<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">Today we're going to be talking about why Taboola switched from Oracle to Azul Java<\/div>\n<div tabindex=\"0\" role=\"button\">&#8230;<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">So my name is Simon Ritter i work as the Deputy CTO of Azul systems<\/div>\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and I'm joined today by Ariel Pisetzky who is the VP IT at Taboola<\/div>\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">I'll let Ariel introduce himself and start talking about Taboola<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div tabindex=\"0\" role=\"button\">[Ariel] Thank you very much Simon<\/div>\n<div tabindex=\"0\" role=\"button\">I'm Ariel i'm with Taboola and I would like to start with talking a bit about Taboola<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and then talk a lot about what we do with with Azul<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">specifically with Zing and why it was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">why it was helpful for us<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so just a bit about Taboola: Taboola is a content discovery platform<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we are that company that helps you find content that you may like and you never knew is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">out there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">when you browse or surf the web and you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">are at the bottom of an article or maybe<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">midsection maybe on the right rail and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you see those<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">boxes of content that you may like<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that is us and we really help people<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">discover<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">interesting and new things at the moment<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">when they are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">engaged what we like to call those<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">moments of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">moments of next when you are leaning in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">when you are looking at your screen you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">are consuming content and you wish to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">read the next<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">article the next interesting thing the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">next thing that is relevant<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for you and I've said for you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">twice now and the main driver for that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is really<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the personalization every recommendation<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that we provide<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is personalized that means that if Simon<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and i were to browse the same page<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of the same publisher we would not<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">actually be seeing the same<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">recommendations the recommendations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for Simon the recommendations for me<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">would be different<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">now we do this on multiple digital<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">properties<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">places that you've seen online places<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that you have seen<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and to the extent that we now provide<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">anywhere between<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">two to three to four billion web pages a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">day depending on the day depending on<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the news<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um obviously in the time of covid for<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">example we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">saw a huge surge over the first month<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">during march and a bit into april<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where every every one of us was online<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">consuming content<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">looking for more news trying to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">understand what<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is happening around us how the world has<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">changed from then that number has now<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">declined back to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">normal I'd say browsing kind of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">activities<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but still it is really interesting to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">see how those numbers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">ebb and flow and how we provide that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">moment of next to every one of you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">generally speaking about numbers we see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in our discovery<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">1.4 billion unique users every month we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">about 1.5 where we actually serve 1.5<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">billion clicks which means that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">beyond those billions of recommendations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that we provide<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">every day people also of course click<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on those recommendations and we need to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">now serve<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that recommendation and provide all the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">back end<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of that click which as a atom<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">kind of operation would seem very benign<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but at<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">scale is actually quite a big challenge<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um in terms of kind of compute<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you would see that on average 3.2<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">billion<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a day 30 billion recommendations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">8500 physical servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">worldwide we reach 1.4<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">million queries per second on our system<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">at<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh aggregate fully aggregated load so if<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we look at the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">amount of just requests coming in at<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">peak<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that is a interesting number and of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">course the lines of logs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for every recommendation we will have a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">line of log for every server we will<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have metrics we will have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a lot of data that we need to pull in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and we will have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a lot of different events that have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">different significance<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for different people within the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">organization<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and that's big data isn't it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that is that is big data in terms of um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">variety in terms of uh volume<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and in terms of um i'd say the velocity<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of it coming in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and if you are kind of looking at what<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we did and this is the immediate first<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to immediately understand how zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">impacted us<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so maybe before i talk about this graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for a second i'll just say that we are a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">java shop<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh our application is java based our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">Cassandra database<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is java based we have other applications<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">java based and we have multiple<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">different companies that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have merged into tabula with the years<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that are also java based<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so we see a whole lot of impact<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">every time we can optimize anything<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the specific java platform<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and here this is like a plain vanilla<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">Cassandra<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this is a community version Cassandra<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">real graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">real data from taboola from our clusters<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and this is like the first view where<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can see that point in time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where we had a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">enough of zing installed on our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cassandra servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where we moved from a higher level of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the latency<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to a lower level of latency in all<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of the measurements not only in the p50<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but as you can see here in the red line<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the p99<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so it's really amazing to see how we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">could<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">improve the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">runtime of the application by actually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">touching the Cassandra<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so the Cassandra now on really hundreds<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is not served with the plain old jvm<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but with the azul zing jvm saving us<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on latency and allowing us to to better<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">serve our clients<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and uh a wonderful thing yeah so as i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i i won't stop you so i'll jump in after<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you finish that bit<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sorry okay a wonderful thing that you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">can see here is the flattening of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">averages and even of the p95 i mean<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the p99 is still very noisy the red line<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">here you can see is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">still very noisy but the blue line the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">p95<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can see is like totally flat so 95<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of the requests coming into this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cassandra database<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have actually been totally flattened and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this of course<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is due to the job of the i'm sorry the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">garbage collection<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">being handled properly via the azul<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">software and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes simon you were you were what you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">wanted to say yeah so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i was just going to add a little bit of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">detail there because clearly um as you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">say<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what's happening there is that the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">garbage collection which was interfering<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with what was happening from the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cassandra cluster<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and actually being able to deliver the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">results that you're looking for what we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">do with zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is to essentially eliminate the garbage<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">collection pauses by doing it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">concurrently with the application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">threads<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and that that's a really big difference<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because we're running the garbage<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">collection<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">simultaneously with the application so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're able to handle<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the the queries you're able to return<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the results<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">whilst we're doing the garbage<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">collection in the background and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the way that we do that is by using a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">read barrier<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so that in terms of um every time you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">access an object<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what we can do is we can ensure that you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">can do that safely so if we're doing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">marking<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we always make sure we mark the object<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">before we give it to you if we're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">actually moving objects around within<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the heap which we actually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we do again concurrently with the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we do it totally safely so you can make<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">any changes to those objects and then<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">when you we give them to you to use<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">then you can make any changes completely<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">safely so that's really the big thing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there it's all 100<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">safe and it gives you that uh<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">elimination of the latency in the way<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that you're seeing in that particular<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so i would even use another maybe very<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">obvious to you simon<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but for us when i first heard of azul<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">was not obvious<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">drop replacement it was as easy as that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we just we didn't have to think about<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this we didn't have to do anything in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">our code we didn't have to do anything<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in our application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and this is cassandra we didn't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">obviously touch cassandra we just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">replaced the jvm<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and it worked yeah that is a nice point<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">actually the fact that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can just drop in the jvm you don't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have to change any of your codes there's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">no recompilation no recoding to make<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">take advantage of these features and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">even to the point where you don't have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to change any of your startup scripts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you don't have to change any of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">parameters that you set<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um we make it really really easy from<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the the tuning point of view because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if you wanted to go in and actually do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">any tuning essentially what you start<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with is just changing the size of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">heap and that's that's really all you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have to do so all those<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">command line flags that you would<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">typically use with other jvms<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">those are not required for zulu of photo<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for zinc<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and so you can you can use the same<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">startup scripts because any of the ones<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that we don't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">support we just ignore so it doesn't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cause any problems<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes and i'll go into the next graph and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is the metrics as seen from a single<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cassandra node<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it's the same kind of graph that you saw<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you saw earlier but this time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if the former graph this is from the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">kind of application view and that's why<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the whole<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">top is smudged there because it's an<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">internal application if we go to this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um internal graph you see that this is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the cassandra metrics<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and i just smudged the the name of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">data set but you see here that it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">totally flattened out<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so if we had up to 1.5 seconds<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">when we're talking about milliseconds<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the need for milliseconds of operations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the uh 99 percentile we now see a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">total kind of flattening of that line<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and this is on the cassandra side as<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">well so it's the application sees<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a healthier status and the cassandra<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">itself sees a healthier status<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and this wonderful graph or multiple<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">graphs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this is from the zing uh proof of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">concept that we ran<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in uh taboola when we started out with<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um with with the zulu this is again a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">few years old<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we're going to get newer graphs in a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">moment but uh i wanted to bring you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to the kind of beginning of where we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where we started and you see the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the nice trend from left to right you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">see that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">drop line from left to right to right so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">specifically um direct you to graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">number four<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the bottom left side you see on graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">number four<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that you have the green line that is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">going from<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">top left to bottom right and that is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">read<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">timeouts so the cluster<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">actually had about<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">15 to 13 percent<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">timeouts for the application wasn't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">answering fast enough<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">within the time budget that my<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">needed and this again is an application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">view this is not a cassandra metric this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is an application metric<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and you can see how it totally flattened<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">out<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the uh right bottom right side of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">graph number four<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and the interesting thing here is why<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">why do we have this trend over time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because over these few days in december<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what we did is we took and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">upgraded one two three or five<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">nodes per day because again this was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">knowing what we know today we would just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">drop it on all of them at once and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that's it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but this was our proof of concept and we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we kind of upgraded our cluster over<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so the more nodes received the zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">package<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the better the timeouts were for that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">node and then in average over the full<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cluster<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if this is a 60 server cluster and think<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of the fact that i have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">60 servers in each cluster times 6 for<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">all of my data centers globally<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">then this is a whole lot of servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">globally that i have to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">upgrade and you can just see that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">wonderful trend and then eventually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">around the end of december<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you see this flat line and think of this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">as december it's the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">peak time for advertisers for publishers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and with all that going on uh up into<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">up into christmas the vizing proof of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">concept was just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">proving itself to be so amazing you can<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the other graphs the same type of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">improvement<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the top you can see the cassandra<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">metrics on graph number two<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and on graph number three you can see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">also the request latency<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">go down there on the nine nine nine yes<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">simon i'm sorry i was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">no no no i was i was just gonna say i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">think that's interesting easy because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i you took the approach that i think<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">everybody would take which is to go okay<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">let's you know just do it gradually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because we don't want to like put all<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">our eggs in one basket and suddenly<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">change everything and find that things<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">don't work<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">quite the way that we want them to but<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i'm assuming that you didn't find any<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">problems<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in terms of functionality changing so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">everything just ran exactly the same as<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it did<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you when you used the old jvm switch to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">zing and everything's just doing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">exactly what it was doing before it just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">now does it faster and doesn't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have the the read timeouts and things<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">which is exactly what you're looking for<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and yeah as i you could clearly see that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the right approach was to do it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">gradually but it's nice to see that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that sort of gradual approach and then<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">suddenly boom you've got everything<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">running there and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it just flat lines at the bottom<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">absolutely<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and it flatlines in a good way yes<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">these these are of course much these are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">from two weeks ago<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh we had another another application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">internal application that was yet to run<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on zing and the r d<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">team there was going why like why why<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">not us and i said<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">guys you want it you can have it uh test<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it see what it does for you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so this is already zing um on the on the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">version<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the on the 20s i mean this year's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">version<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and this is as i said two weeks two<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">weeks old graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and you can see here that this is the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">internal application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um from a different uh proof of concept<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this time and you can see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">just the cpu consumption so you're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">looking at<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the same application two identical<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">servers in terms of hardware and you see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the yellow line<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is or the yellow yellowed out line is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is the zing server and the green<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">area is the nosing server and you see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">really big differences in cpu only with<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this difference<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">just looking at this before we go into<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the rest of the graphs you can see that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i can save<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the amounts of servers because my<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">server count<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is and or actually my let's call it it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">footprint<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">has a huge impact on my hosting costs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">my running costs and my ability to serve<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">recommendations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">again let's go into those really big big<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">numbers when you provide<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">three billion web pages a day you need a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">whole lot of servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the less servers you have the better the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">economics work<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes i was going to say i think this is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">also a very interesting graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">from the point of view of showing that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because we do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">garbage collection concurrently with<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application threads<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">some people think that the problem might<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">be well okay now you're actually placing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a heavy load on the system<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and so you're going to degrade the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">amount of throughput that you get with<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the application because now you're doing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">garbage collection work at the same time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and the way we get around that is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because we've actually changed the jit<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">compiler as well<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um so we use a jit compiler called<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">falcon rather than c2 that you get in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the standard open jdk software and that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">enables us to sort of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um compensate for the fact that we're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">doing garbage collection simultaneously<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and still get the performance so that as<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can see here<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're you're delivering lower cpu<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">utilization<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with that low latency as well so it's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">kind of a win-win yes<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and the next graph is the timeouts so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there weren't a lot of timeouts you see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this is 0.1 percent<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but only one server out of the two has<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">timeouts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh you see only one spike very small<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">spike here and a very small spike here<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but only one server has these timeouts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and that's the not zing server so we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">kept the same color scheme<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so if you look this is this is the same<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">time frame so if we're looking between<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">2200 and midnight and again between 2200<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and midnight we see<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the the kind of peaks of timeouts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and we see that the lower the cpu was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the less timeouts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we saw on the server but the zinc server<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">had no timeouts at all looking at the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">next graph<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i'm sorry i just just made one comment<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on that which is that where<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you did see one one spike there and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sometimes there are things that we can't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">account for which is that the underlying<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">operating system<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there might be some scheduling things or<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you know timeouts that happen<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um around the hardware or something like<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">although i'm not claiming that that's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">exactly what it is but often there are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">things that we can't compensate for so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we can actually get a flat line<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but sometimes we see uh artifacts of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">fact that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">by eliminating garbage collection pauses<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what you're now seeing is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">other underlying things so just just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">absolutely and if you look at the at the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">space<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">under the graph the total amount of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">requests that timed out<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">one spike here and a tiny spike there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">compared to constant timeouts isn't even<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">comparable<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so i wouldn't i personally we didn't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">worry about that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and then this um here is a bit of a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">different coloring scheme because this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is a view from the load balancer so i'm<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sorry we changed the the coloring scheme<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so it maybe is a bit<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">harder to follow but you see the purple<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">line<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is the zing server and you see again the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">two<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">short kind of spikes of 500s<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but if you look at the non-zinc server<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you see it's it's showing 500s so if you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">take<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">again these two yes as you can see when<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i saw that graph i didn't even realize<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there was a second line on there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes it's it's almost it's totally flat<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">lined except<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">these two little spikes here so the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the the little two spikes that that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">approximately 3<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a.m and between uh 2200 and 2300<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and if you're looking at the the red<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">line again you see that we're constantly<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">reaching over two percent<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of upstream errors which means that two<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">percent here and then the timeouts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that were in the form of graph all that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">put together<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">shows me that this server which is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">identical hardware<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">identical amount of load is getting me<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">less results it's manufacturing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">less recommendations and that is very<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">critical for me<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">looking at busy threads this is another<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">interesting view<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and again corresponds same colors as<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">before same timeline<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">corresponds to the zing and not zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and you see the busy threads spike up<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the non non-zing server<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a nice graph here i'm sorry do you want<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">me to no sorry<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i'm just thinking that that that kind of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">ties in with exactly what we've seen<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with the other graph so it's a nice<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">proof of the way that zing works in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">terms of eliminating the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the issues that you were seeing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes and now looking at the at the time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">at the 99th<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">percentile and this is the net time that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the requests are are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">taking then you see here that on the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">99th percentile<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the zinc server is still providing lower<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cpu<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we saw that in the former graphs but<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">here we also see that it's performing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">comparably at the 99 percentile so we're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">not losing any speed<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of answering requests and we see that in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">terms of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">total amount of what we can do with this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">server we can actually do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">about 30 percent more<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so with this specific application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">just by moving and of course because we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">are now<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">much more um i'd call it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">familiar and and and confident with our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with our zing capabilities<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we just replaced it over a night on all<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of our servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and just kicked out 90 servers so i now<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a spare of you know i have in my pool 90<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">servers that i can allocate to a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">different place and that's 30 percent<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">savings<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on this specific application just by<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">moving them<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to zing so from a cost point of view<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you figured that was um that was an easy<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sell<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that was an extremely easy sell because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">looking<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">at an application and looking at the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">server and looking at what we can do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">our ability to provide services with a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">smaller it put<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">footprint our ability to serve our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">clients<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">faster better with less errors all of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that together<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is eventually revenue a on the lack of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">errors and better serving that's revenue<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">goes up<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the reduction of server footprint<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that is revenue that i'm or capital that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i'm keeping home<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and i'm not spending so yes there is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">some level of spend on the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the zoo licensing but you put all of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it together<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it totally fits and there's a proven roi<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for this project and that's why we are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">continuing to deploy<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">zing wherever we just can it actually is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">an extremely popular<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application or i'd call framework within<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">taboola<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where it became a brand name with our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">developers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">they are aware of it it's not me and i t<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that i need to push this out and say oh<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">no no new application make sure that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">testing it on uh the correct the correct<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">jvm make sure that you're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um in production and you're zingified or<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">however you would like to call it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can just it's just grass rooted and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">everyone wants it now<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">right i was gonna say i imagine your cfo<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is very happy when he looks at the the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">numbers for that kind of thing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes absolutely good okay well um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what we'll do i'll just just um just to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">conclude the the webinar<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">part of things and just mention a few<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">things around zing obviously<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we've heard the success story here and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and how uh you've had some<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">really quite impressive results that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have uh helped<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">immensely in terms of um the data<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">footprint you've got in the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">number of machines and so on and that's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what we're really trying to do with zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is to produce a low latency high<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">throughput jvm<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and again as you said is it's the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">simplicity of it being a drop in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">replacement<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you don't need to recode anything you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">don't need to recompile you don't even<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">need to change your startup scripts it's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a very simple migration from using<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the old jvm to using zing and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what we're really focusing on especially<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with with your type of application loads<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is eliminating timeouts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">by eliminating the latency associated<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with garbage collection<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh specifically making sure that your<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">users meet their expectations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and also supporting bigger workloads on<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the same hardware<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">which as we've already explored reduces<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the cost because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're reducing the provisioning costs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and so on and what i would say is if<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">anybody's interested in this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and trying it with their own<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">applications then you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh we have a free 30-day trial for zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can go to azure.com<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">zing trial you can download it we have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">engineers who can help<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you in terms of setting things up making<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sure that everything's running the way<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that it should do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">even though there's a drop in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">replacement obviously one of the things<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that we like to help<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">customers with is setting up the way of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">measuring the performance<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and so we've got some nice tools that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">help people to understand exactly what<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the performance level is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">before using zing and then using zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with their application we can show the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">effects on latency for the jvm because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it's quite important to do that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because although obviously you're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">looking at application level<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">what are your users getting it's also<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">important to understand how is the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">effect<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in terms of the application interacting<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with the jvm so we've got tools that we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">can help with that and produce some nice<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">graphs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">again that you can show to your cfo and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">say look this is the the results we get<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this is why we need zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um so that that's pretty much the end of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the slides in the the presentation part<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so i guess what we'll do now is we'll<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">see if<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">anybody has any questions uh so if we go<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">hopefully there'll be some questions<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i can share how we started out do you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have any questions or do you want me to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">share<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">oh no if you share how you started out<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and then we'll see if anybody has<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">any questions yes happily so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um this was over three years ago when we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">started out we actually have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a few we had back then a few monolithic<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">applications<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and we started with a one terabyte<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of heap application that was a single<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">server and and it had this huge heap<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and that was our kind of first test<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where we had these<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">15 minutes cycle of garbage collection<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where the server would just stop<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">responding<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for 15 full minutes and would<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">would do the garbage collection which is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">just the way java works and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we would accept that as long as because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this is a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">back-end application it was our billing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">processing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and once we were able to optimize that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and we suddenly saw that we're getting<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this flat work there that was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um one of the first time aha moments<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but i do want to say something about<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cassandra that i didn't have a chance to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">say earlier<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with zing we are able to do something<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">amazing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that is just unattainable unattainable<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">without zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we reduced our node count and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">created extremely dense nodes<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">over our hardware so we're using the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">same hardware<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but we are now able to put multiple<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">terabytes of data<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on a single cassandra node which is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">usually not recommended actually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if you go to the kind of best practices<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're supposed to do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">up to one terabyte yeah up to one<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">terabyte of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">physical storage per cassandra node but<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we're going<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">way beyond that and without zing that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">could not have been done<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">due to latency due to heat issues due to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh the actual ability of the server to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">answer<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">quickly so there were not only the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">ability to answer faster but the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">ability to condense our cluster into<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">more dense nodes and now i see we have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">multiple questions i was gonna say so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we've got some questions now so the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">first question<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is what gc algorithm were you using or<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">were your applications using before you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">installed zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">do you know i would assume you're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">probably using g1<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">g1 exactly we're using uh g1 and um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and again this was four years ago and uh<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i think we played around with a few<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">others but g1 was the only<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the only one that in scale at least uh<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">was was able to cope with what we were<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">doing and then we moved on<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">into zing once we saw the light right<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh second question could you talk about<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the efforts you spent on<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">tuning the nonzing jvm compared to the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">performance work you did<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">since zing uh so that's kind of an<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">interesting question did you spend a lot<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of time trying to performance tune<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the old jvm so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh this was this was years ago and um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the we did on the monolithic uh<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">less on the front-end servers the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">front-end servers we were going like<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we don't have a problem it's you know<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">these small freezes you don't even<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">really grasp what's happening there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh until you until you see but yes we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">tried<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh we tried different um different<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">approaches we tried to reduce our heap<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">size we tried to increase our heat size<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we tried to change our cash um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">our cash strategies we tried to do<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">multiple different things<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in terms of how we can optimize our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and actually even since moving to zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we've been working with azul<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on our uh on our performance and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">continuously beyond the just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">default improvements we've been<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">continuously seeing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">additional improvements on many fronts<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">some of them around avx-512 some of them<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">around um cpu speed some of them around<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cpu pinning some of them around numa a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">lot of different<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh ways that we that we've been tweaking<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">this around<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but by far the easiest and fastest and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">most<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um the word lucrative isn't isn't<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">correct here but the most beneficial i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">think that's the best word to use here<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for us in terms of cost performance was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we moved to zing and we get all these<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">benefits<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh behind it it was so simple and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">allowed us to focus<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on uh system optimizations drive<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">optimizations<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um application optimizations and and the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">rest<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that that is the thing that made most<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sense for a sense<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for us okay um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and sort of related to that what um the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">question is what tools did you use to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">monitor zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">okay so uh our monitoring<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is based we don't monitor zinc directly<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we monitor the whole the whole system<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and there's a whole monitoring<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">framework in there so the observability<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">part is based on<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">grafana the metrics are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the databases prometheus it was a metric<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">tank back then<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the um log ship the metric shipping<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">was based uh is based now on on kafka<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i'm trying to think what was based back<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">then it was senzu<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">as the age as the local agent there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there's a whole lot of different there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there was not one tool that we used but<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">all the graphs you saw here<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">are our grafana graphs the database now<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is as i said is the prometheus<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh database and we're pulling the the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">data<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with the with the local agent so that's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um i guess the easiest and shortest<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">answer i can give here<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if anyone wants to reach out to linkedin<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i can i can provide a much much longer<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">answer okay another question here is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you spoke about latency flattening have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you ultimately managed to reduce<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">costs by migrate migrating to zing um i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">think<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yes so i i spoke about that uh briefly<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but i can<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i can elaborate uh here a bit more we we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">saw<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">great cost savings um just by<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in a few places first our ability to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">reduce the server the server count in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">terms of the clusters<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we reduce the size of a clusters that's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">one<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">then two uh we improved<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">our our actual front-facing application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so if<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">earlier four years ago we would be<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">missing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">one percent or two percent of our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">requests<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">timing out or just working slower for<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the general<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">user population now we're answering much<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">faster and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i think it's it's almost now a common<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">knowledge that the faster you are<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">online the the more chances you have of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a user actually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">getting that piece of content on his<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">device and actually having the ability<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to click on it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">because if you're too slow the user just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">doesn't get to see you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh so it's it's been improving our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">reducing our i.t footprint reducing our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">hosting costs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">delaying the need for new hardware all<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of those together<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh brought us to the the relevant cost<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">reductions and beyond<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yeah so i think there's two things that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">isn't that there's obviously the ones<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can easily look at which is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you can measure how many servers you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">saved how much uh you spent on the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">licenses<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but then as you said there's the the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cost or the uh the benefit<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of being able to serve your customers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">quickly and therefore get more<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh business if you like through that um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">there's another question here which i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">think we answered or you answered at the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">beginning which is how large is the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">estate and i think you did say how many<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">machines you have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in your yes so we have 8500<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">servers that's 8 500 circle we actually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have a bit more now that's not a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">new slide uh so we have a whole lot of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um not all of them are our java or zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but all<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but but we're at thousands of servers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">some of these servers are hdfs for<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">example hdfs<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">doesn't get as much<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">benefit out of zing or we have other<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">technologies in taboola such as<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">vertica which again is not a java based<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">java based<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application so wherever we are java by<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">now i don't think there's a corner in<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">tabula<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">where we we have a java application and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we don't have uh zing beneath it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">powering it up good good to know good to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">know<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">right um and then i got one more<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">question which is um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we tuned jvms based on load how did you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have to tune<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh batch versus online for zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh does that make sense very interesting<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yeah very interesting so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we have our front end applications which<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is actually<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">all the graphs i showed were for our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">front end applications and i only spoke<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">briefly<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">at the end now about our batch<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">processing with that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">big monolithic one terabyte application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that we started out with<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so on front-end applications it's it's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">almost a no-brainer um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you see you have 20 servers or 60<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">servers or 100<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in our case hundreds of servers if<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're on aws of course if you're on the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">cloud<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">then instances but anyone with whatever<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">their cost model is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and you can just reduce that footprint<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so that's an easy<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and easy way to look at it because you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">can do just<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">more um transactions per server<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">more transactions per second or you have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">less errors whatever the metric or the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">relevant metric for you is if it's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">latency<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sheer volume cpu load whatever<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on the back end applications um what<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">actually was that was the selling point<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">for us<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is this is actually i'm smiling because<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i i<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">now i'm recalling that feeling i'll tell<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you about it so we had this back-end<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application as i said which was our<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">billing application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and it would crunch all the data coming<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in so we have the single server<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it's now on spark it's now totally<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">different with uh with a totally<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">different technology but back then<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it was this big monolithic java<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">application<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and we have all the billing data coming<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">in all the lines of logs coming in and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it would pick them up from the drive<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and then crunch crunch crunch punch<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">crunch then and provide a<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">status of um of where the where where<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">our system is today in terms of billing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and think that it had to crunch billions<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">of lines of logs a day<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">now it would pause on on um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on gc every 15 minutes and if there were<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and just think of the boot time of this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">server and think of the<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">if let's say you had a version on it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that was problematic<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and so you see the line going down but<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">then suddenly gc oh okay now you're<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">waiting it's going up you're waiting<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">waiting<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh it finished the gcf for 15 minutes<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and then it's processing again and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">you're trying to see is it catching up<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">or not<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and i remember days on days just looking<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">at these graphs of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">the the latency of this server how much<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">catch-up time<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is it taking and every time we had this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">big maintenance work or<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we had to deploy on it i mean who<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">remembers deployments anymore<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we we're down continuous deployment<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we're not there we don't live there<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">anymore<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">but back then this was a huge thing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">moving to zing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and this sun flattening of the line no<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">more gc no more<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">hold the world i want to just garbage<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">collect now<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and that kind of feeling of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i can just see what the server is doing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">continuously<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">no this this really this feeling of<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">relief so i know that's not a number i'm<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sorry it's not a number but it was<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">a single server so luckily enough<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">when when we when we did the licensing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh a single server<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is not a big deal in terms of licensing<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and just for that feeling<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">i mean it was just it was it was the um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it was the i.t administrator<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">appreciation day last friday i mean<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">feel it for me man feel it for me uh<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">whoever the question came from<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">yeah that's excellent um i'm always<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">happy with happy customers even if it is<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">only one license if<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">it made your life much simpler then<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that's better okay um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that seems to be all the questions we<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">have um and so we're at about 40 minutes<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so that's that's pretty good<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">so i think what we'll do is um oh no<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">hang on um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we're in the same boat now uh it's<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">challenging to convince the management<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">on how much cost savings to bring to<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">organizations thanks for sharing this<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">information on working 24 7. um<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">great so hopefully we've got another<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">person there that's looking at zing and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">we'll try to use the trial and and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">hopefully uh get the same<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">benefits that you've had from that um so<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">uh just to wrap up i would like to say<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">that<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">um as i said at the beginning we have<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">recorded this session and we'll be<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">sending everybody a link<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to the recording so you can share it<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">with family and friends and we will also<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">send you a copy the slides<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">and i would say like to say a very very<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">big thank you to you ariel for<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">all of the information you shared with<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">us and um and<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">like i say it's it's a happy customers<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">is a happy<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">azul so with that um thank you<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">to everybody for attending the webinar<\/div>\n<\/div>\n<\/div>\n<div class=\"cue-group style-scope ytd-transcript-body-renderer\" dir=\"ltr\" style=\"text-align: left;\">\n<div class=\"cues style-scope ytd-transcript-body-renderer\">\n<div class=\"cue style-scope ytd-transcript-body-renderer\" tabindex=\"0\" role=\"button\">thank you for having me<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u05dc\u05d0\u05d7\u05e8\u05d5\u05e0\u05d4 \u05e6\u05e4\u05d9\u05ea\u05d9 \u05d1\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05de\u05e2\u05e0\u05d9\u05d9\u05df \u05e9\u05dc \u05d7\u05d1\u05e8\u05ea Azul, \u05d0\u05d5\u05ea\u05d4 \u05d0\u05e0\u05d5 \u05de\u05d9\u05d9\u05e6\u05d2\u05d9\u05dd, \u05d1\u05e9\u05d9\u05ea\u05d5\u05e3 \u05e2\u05dd VP IT \u05de\u05d7\u05d1\u05e8\u05ea Taboola . \u05d4\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05d9\u05e2\u05e0\u05d9\u05d9\u05df \u05de\u05d9 \u05e9\u05e2\u05d5\u05e1\u05e7 \u05d1\u05e1\u05d1\u05d9\u05d1\u05d5\u05ea production \u05e9\u05de\u05e8\u05d9\u05e6\u05d5\u05ea Java \u05d5- JVM . \u05d1\u05d5\u05d5\u05d1\u05d9\u05e0\u05e8 \u05e9\u05d5\u05d7\u05d7\u05d5 Simon Riter \u2013 \u05e1\u05d2\u05df \u05d4 CTO \u05de\u05d7\u05d1\u05e8\u05ea AZUL , \u05d5\u05d0\u05e8\u05d9\u05d0\u05dc \u05e4\u05d9\u05d6\u05e6\u05e7\u05d9 \u05de\u05d7\u05d1\u05e8\u05ea Taboola. \u05d0\u05e8\u05d9\u05d0\u05dc \u05e1\u05d9\u05e4\u05e8 \u05de\u05d3\u05d5\u05e2 \u05d4\u05dd \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd \u05d1- Zing \u05dc\u05e9\u05d9\u05e4\u05d5\u05e8 \u05d1\u05d9\u05e6\u05d5\u05e2\u05d9 Java \/ JVM\u00a0 [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[64,488,489],"tags":[491,490,468,492],"class_list":["post-5613","post","type-post","status-publish","format-standard","hentry","category-case-studies","category-java","category-zing","tag-java-performance","tag-java-support","tag-jvm","tag-openjdk"],"_links":{"self":[{"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/posts\/5613","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/comments?post=5613"}],"version-history":[{"count":0,"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/posts\/5613\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/media?parent=5613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/categories?post=5613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog_he\/wp-json\/wp\/v2\/tags?post=5613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}