{"id":216492,"date":"2021-04-01T15:00:03","date_gmt":"2021-04-01T12:00:03","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/using-aws-lookout-for-metrics-to-detect-anomalies-in-your-data-cloudsavvy-it\/"},"modified":"2021-04-01T15:00:03","modified_gmt":"2021-04-01T12:00:03","slug":"using-aws-lookout-for-metrics-to-detect-anomalies-in-your-data-cloudsavvy-it","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/using-aws-lookout-for-metrics-to-detect-anomalies-in-your-data-cloudsavvy-it\/","title":{"rendered":"#Using AWS Lookout For Metrics To Detect Anomalies in Your Data \u2013 CloudSavvy IT"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a3c58a262fab\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a3c58a262fab\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/using-aws-lookout-for-metrics-to-detect-anomalies-in-your-data-cloudsavvy-it\/#What_Is_AWS_Lookout_For_Metrics\" >What Is AWS Lookout For Metrics?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/using-aws-lookout-for-metrics-to-detect-anomalies-in-your-data-cloudsavvy-it\/#Using_Lookout_For_Metrics\" >Using Lookout For Metrics<\/a><\/li><\/ul><\/nav><\/div>\n<p><strong>&#8220;#Using AWS Lookout For Metrics To Detect Anomalies in Your Data \u2013 CloudSavvy IT&#8221;<\/strong><\/p>\n<div id=\"article-content-area\">\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10465\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/8860c67a.png?width=1200&amp;trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"700\" height=\"350\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>AWS Lookout is a machine learning model that detects anomalies and unexpected changes in data. It can be used to send you alerts when your metrics experience increased load, or other problems out of the ordinary.<\/p>\n<h2 role=\"heading\" aria-level=\"2\"><span class=\"ez-toc-section\" id=\"What_Is_AWS_Lookout_For_Metrics\"><\/span>What Is AWS Lookout For Metrics?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>This isn\u2019t the first service by this name \u2014 AWS has Lookout for Vision, which looks for defects in products and automates quality inspection, and Lookout for Equipment, which monitors sensor data to detect anomalies.<\/p>\n<p>Lookout for Metrics is perhaps the most useful out of all of them, because it can be connected to any kind of metric in your account, and detect anomalies. CloudWatch already has some of these features using CloudWatch Alarms, but using machine learning, Lookout for Metrics can detect more subtle problems.<\/p>\n<p>Once a problem is detected, an impact summary of the anomaly is created, which can be sent out to SNS or Lambda. You can then provide feedback and tune the sensitivity of the alarms.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10466\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/da17bd95.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"700\" height=\"273\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>Lookout for Metrics can be connected to the following services, at least at the time of launch:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10467\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/d6daaf9b.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"517\" height=\"513\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>From there, alerts can be configured to be sent to AWS SNS and Lambda, which you can use to do anything you\u2019d like with it.<\/p>\n<p>Lookout for Metrics simply costs $0.75 per metric, per month. If you have more than 1000 metrics, <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/aws.amazon.com\/lookout-for-metrics\/pricing\/?tag=reviewgeek-20\">the price drops significantly<\/a>.<\/p>\n<h2 role=\"heading\" aria-level=\"2\"><span class=\"ez-toc-section\" id=\"Using_Lookout_For_Metrics\"><\/span>Using Lookout For Metrics<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Lookout is pretty easy to use. All you need to do is create a detector, choose a dataset, and activate it.<\/p>\n<p>Head over to the <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/redirect.viglink.com?u=https%3A%2F%2Fconsole.aws.amazon.com%2Flookoutmetrics%2Fhome&amp;key=204a528a336ede4177fff0d84a044482\">Lookout Management Console<\/a> and create a detector:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10471\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/d50481f9.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"672\" height=\"289\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>Give it a name, and select the interval at which the detection should run. There\u2019s only a few options here, no support for cron syntax.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10468\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/4c544d76.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"700\" height=\"510\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>You can also change the default encryption key to select one from AWS KMS.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10469\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/a82eb78e.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"700\" height=\"273\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>Then, you\u2019ll need to add a dataset to this detector:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10470\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/9386c4c7.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"700\" height=\"377\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>The exact configuration will depend on which data source you\u2019re using. For example, S3 requires a path to the data object, as well as configuration for whether it\u2019s in CSV or JSON format.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10476\" data-pagespeed-lazy-src=\"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/a035bffe.png?trim=1,1&amp;bg-color=000&amp;pad=1,1\" alt=\"\" width=\"700\" height=\"611\" src=\"\/pagespeed_static\/1.JiBnMqyl6S.gif\" onload=\"pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\" onerror=\"this.onerror=null;pagespeed.lazyLoadImages.loadIfVisibleAndMaybeBeacon(this);\"\/><\/p>\n<p>Once you link the source, you\u2019ll need to enable the detector.<\/p>\n<p>Once it starts making detections, you\u2019ll be given the option to review them and rate it on its accuracy, which can help it improve in the future.\n<\/p><\/div>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMLG0nwswvr63Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\">For forums sites go to <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/forum.buradabiliyorum.com\/\" target=\"_blank\" rel=\"noopener\">Forum.BuradaBiliyorum.Com<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology category.<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/www.cloudsavvyit.com\/10464\/using-aws-lookout-for-metrics-to-detect-anomalies-in-your-data\/\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;#Using AWS Lookout For Metrics To Detect Anomalies in Your Data \u2013 CloudSavvy IT&#8221; AWS Lookout is a machine learning model that detects anomalies and unexpected changes in data. It can be used to send you alerts when your metrics experience increased load, or other problems out of the ordinary. What Is AWS Lookout For&#8230;<\/p>\n","protected":false},"author":1,"featured_media":216493,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.cloudsavvyit.com\/p\/uploads\/2021\/03\/8860c67a.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-216492","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/216492","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=216492"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/216492\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/216493"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=216492"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=216492"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=216492"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}