{"id":7947,"date":"2025-11-24T12:29:25","date_gmt":"2025-11-24T06:59:25","guid":{"rendered":"https:\/\/www.testleaf.com\/blog\/?p=7947"},"modified":"2025-11-24T12:30:15","modified_gmt":"2025-11-24T07:00:15","slug":"how-scheduling-deployments-saved-our-qa-from-false-failures","status":"publish","type":"post","link":"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/","title":{"rendered":"How Scheduling Deployments Saved Our QA from False Failures"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div><!--[if lt IE 9]><script>document.createElement('audio');<\/script><![endif]-->\n<audio class=\"wp-audio-shortcode\" id=\"audio-7947-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/How-Scheduling-Deployments-Saved-Our-QA-from-False-Failures.mp3?_=1\" \/><a href=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/How-Scheduling-Deployments-Saved-Our-QA-from-False-Failures.mp3\">https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/How-Scheduling-Deployments-Saved-Our-QA-from-False-Failures.mp3<\/a><\/audio>\n<p>&nbsp;<\/p>\n<p><span data-contrast=\"auto\">Early in my journey as a tester, I quickly realized that not all test failures are created equal. Some were real bugs\u2014valid defects that needed fixing\u2014but many others were <\/span><b><span data-contrast=\"auto\">false failures<\/span><\/b><span data-contrast=\"auto\">, caused not by the application itself, but by chaotic deployment schedules, unstable environments, or overlapping builds. These false failures were draining. I spent countless hours investigating issues that didn\u2019t even exist, chasing my own tail in frustration, while the real bugs quietly slipped through.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">It was clear: something had to change. That \u201csomething\u201d turned out to be <\/span><a href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/\"><b><span data-contrast=\"auto\">scheduling deployments strategically<\/span><\/b><\/a><span data-contrast=\"auto\">. Once we implemented a structured deployment schedule, the chaos eased, our pipeline stabilized, and QA became far more efficient and confident.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Chaos_Before_Scheduling\"><\/span><b><span data-contrast=\"auto\">The Chaos Before Scheduling<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" 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: #999;color:#999\" 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><\/span><\/a><\/span><\/div>\n<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:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#The_Chaos_Before_Scheduling\" >The Chaos Before Scheduling\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#Identifying_the_Root_Cause\" >Identifying the Root Cause\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#Implementing_Scheduled_Deployments\" >Implementing Scheduled Deployments\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#Immediate_Benefits_We_Observed\" >Immediate Benefits We Observed\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#Lessons_Learned\" >Lessons Learned\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#Real_Impact_on_Our_QA_Process\" >Real Impact on Our QA Process\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/#FAQs\" >FAQs<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><span data-contrast=\"auto\">Before we started scheduling deployments, our team faced several recurring issues:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ol>\n<li><b><span data-contrast=\"auto\">Random Deployment Times<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Builds were deployed haphazardly\u2014sometimes multiple times a day, sometimes right before QA was about to start testing. This meant tests were running on <\/span><b><span data-contrast=\"auto\">partially deployed or mid-deployment builds<\/span><\/b><span data-contrast=\"auto\">, causing failures that weren\u2019t real.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Environment Instability<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Unplanned deployments often led to <\/span><b><span data-contrast=\"auto\">server errors, missing pages, or incomplete data setups<\/span><\/b><span data-contrast=\"auto\">, making it impossible to determine whether a test failed due to an actual defect or just the environment.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Waste of QA Time<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Investigating false failures took hours. I\u2019d analyze logs, check <a href=\"https:\/\/www.testleaf.com\/blog\/har-files-for-qa-debugging-guide\/\"><strong>HAR files<\/strong><\/a>, and review network activity\u2014only to discover the build hadn\u2019t finished deploying properly.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Team Frustration<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Developers were frustrated too. They would get bug reports for issues that didn\u2019t exist, wasting both QA and Dev time, and reducing trust in the testing process.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ol>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-7950\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/What-Causes-False-Failures-in-QA-Issues.png\" alt=\"What Causes False Failures in QA - Issues\" width=\"1312\" height=\"736\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/What-Causes-False-Failures-in-QA-Issues.png 1312w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/What-Causes-False-Failures-in-QA-Issues-300x168.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/What-Causes-False-Failures-in-QA-Issues-1024x574.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/What-Causes-False-Failures-in-QA-Issues-768x431.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/What-Causes-False-Failures-in-QA-Issues-150x84.png 150w\" sizes=\"(max-width: 1312px) 100vw, 1312px\" \/><\/p>\n<p><strong>Continue Reading:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/2025-top-automation-testing-infosys-interview-questions-with-expert-answers-from-testleaf-for-2-to-5-years-experience\/\">selenium interview questions for 5 years experience<\/a><\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Identifying_the_Root_Cause\"><\/span><b><span data-contrast=\"auto\">Identifying the Root Cause<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">After multiple incidents, our team held a retrospective. We realized a simple truth: <\/span><b><span data-contrast=\"auto\">the timing of deployments was the root cause of many false failures<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Deployments overlapped with active test runs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">QA had no visibility into when the environment would be stable.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">The release process was reactive, not proactive.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">It was clear we needed a <\/span><b><span data-contrast=\"auto\">structured deployment schedule<\/span><\/b><span data-contrast=\"auto\">, aligned with <a href=\"https:\/\/www.testleaf.com\/blog\/software-development-life-cycle-for-qa-professionals\/\">QA cycles<\/a>, to restore stability and confidence.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/selenium-webinar.testleaf.com\/?utm_source=Selenium_Webinar&amp;utm_medium=Organic&amp;utm_campaign=Selenium_Webinar\"><img decoding=\"async\" class=\"aligncenter wp-image-7663 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass.png\" alt=\"Selenium Masterclass\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Selenium-Masterclass-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Implementing_Scheduled_Deployments\"><\/span><b><span data-contrast=\"auto\">Implementing Scheduled Deployments<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Scheduling deployments wasn\u2019t just about picking a time\u2014it was about <\/span><b><span data-contrast=\"auto\">aligning development, QA, and release processes<\/span><\/b><span data-contrast=\"auto\"> to minimize disruption.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">1. Set Fixed Deployment Windows<\/span><\/b><\/h3>\n<p><span data-contrast=\"auto\">We defined fixed windows for deployments:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Daily Dev-to-QA Deployment:<\/span><\/b><span data-contrast=\"auto\"> Early morning, before QA started tests, ensuring the environment was stable for the day.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Preprod Updates:<\/span><\/b><span data-contrast=\"auto\"> Midday, when exploratory or automated testing in Preprod could be planned around the update.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Production Deployments:<\/span><\/b><span data-contrast=\"auto\"> End-of-day, after QA sign-off, to minimize business impact.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Fixed windows allowed QA to plan tests <\/span><b><span data-contrast=\"auto\">without worrying about mid-test environment changes<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">2. Communication and Alerts<\/span><\/b><\/h3>\n<p><span data-contrast=\"auto\">Every deployment was communicated to QA and stakeholders via Slack and email alerts. This simple step reduced confusion and eliminated the guesswork about whether the environment was ready for testing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">3. Pipeline Integration<\/span><\/b><\/h3>\n<p><span data-contrast=\"auto\">Deployments were integrated into our <\/span><a href=\"https:\/\/www.testleaf.com\/blog\/stage-by-stage-ci-cd-pipeline-dev-qa-preprod-prod\/\"><b><span data-contrast=\"auto\">CI\/CD pipeline<\/span><\/b><\/a><span data-contrast=\"auto\">, so builds would automatically trigger post-deployment smoke tests. This confirmed that the environment was stable before full-scale testing began.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">4. Buffer Time for Post-Deployment Stabilization<\/span><\/b><\/h3>\n<p><span data-contrast=\"auto\">We learned that even after deployment, environments need time to stabilize. A <\/span><b><span data-contrast=\"auto\">15\u201330 minute buffer<\/span><\/b><span data-contrast=\"auto\"> after deployment ensured caches were cleared, databases synced, and third-party APIs were ready, drastically reducing false failures.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-7951\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Implementing-Scheduled-Deployments-Steps.png\" alt=\"Implementing Scheduled Deployments- Steps\" width=\"1312\" height=\"736\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Implementing-Scheduled-Deployments-Steps.png 1312w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Implementing-Scheduled-Deployments-Steps-300x168.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Implementing-Scheduled-Deployments-Steps-1024x574.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Implementing-Scheduled-Deployments-Steps-768x431.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Implementing-Scheduled-Deployments-Steps-150x84.png 150w\" sizes=\"(max-width: 1312px) 100vw, 1312px\" \/><\/p>\n<p><strong>Other Helpful Articles:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/top-30-playwright-interview-questions-and-answers-2025-updated-guide\/\">playwright interview questions<\/a><\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Immediate_Benefits_We_Observed\"><\/span><b><span data-contrast=\"auto\">Immediate Benefits We Observed<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">The impact of scheduling deployments was almost immediate:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li><b><span data-contrast=\"auto\">Reduction in False Failures<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Tests stopped failing due to mid-deployment issues or incomplete environment setups. HAR files and logs now consistently reflected real issues, not deployment artifacts.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Faster Defect Resolution<\/span><\/b><br \/>\n<span data-contrast=\"auto\">With fewer false alarms, developers could focus on <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Defect\"><b><span data-contrast=\"auto\">valid defects<\/span><\/b><\/a><span data-contrast=\"auto\">, and QA could provide clearer, actionable feedback.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Increased Confidence in Automation<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Automated tests now reliably validated builds. Previously, flaky results often masked real bugs. Scheduled deployments ensured our pipeline became trustworthy.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Improved Team Morale<\/span><\/b><br \/>\n<span data-contrast=\"auto\">QA and Dev teams were less stressed. We no longer wasted hours investigating non-existent issues, allowing us to concentrate on testing and development that mattered.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Better Test Coverage<\/span><\/b><br \/>\n<span data-contrast=\"auto\">With predictable deployments, we could schedule exploratory tests and region-specific scenarios, expanding <\/span><b><span data-contrast=\"auto\">coverage without chaos<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7952\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Benefits-of-Scheduled-Deployments.png\" alt=\"Benefits of Scheduled Deployments\" width=\"1312\" height=\"736\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Benefits-of-Scheduled-Deployments.png 1312w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Benefits-of-Scheduled-Deployments-300x168.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Benefits-of-Scheduled-Deployments-1024x574.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Benefits-of-Scheduled-Deployments-768x431.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Benefits-of-Scheduled-Deployments-150x84.png 150w\" sizes=\"(max-width: 1312px) 100vw, 1312px\" \/><\/p>\n<p><strong>Further Reading:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/top-25-api-automation-engineer-interview-questionsin-2025-with-answers\/\">api automation interview questions<\/a><\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Lessons_Learned\"><\/span><b><span data-contrast=\"auto\">Lessons Learned<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Implementing scheduled deployments taught me several important lessons about QA, automation, and teamwork:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ol>\n<li><b><span data-contrast=\"auto\">Timing Matters<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Even the most robust automated test suite can fail if the environment is unstable. Scheduling deployments is as crucial as writing quality tests.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Communication is Key<\/span><\/b><br \/>\n<span data-contrast=\"auto\">A well-communicated deployment plan prevents confusion and ensures all teams know when environments are stable.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Automation Alone Isn\u2019t Enough<\/span><\/b><br \/>\n<span data-contrast=\"auto\"><a href=\"https:\/\/www.testleaf.com\/blog\/retry-logic-ci-cd-handle-flaky-tests\/\"><strong>CI\/CD pipelines<\/strong><\/a> are powerful, but without synchronized deployment schedules, automation can still generate misleading results.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Buffer for Stability<\/span><\/b><br \/>\n<span data-contrast=\"auto\">A short delay after deployment prevents false positives caused by temporary environment inconsistencies.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Planning Reduces Burnout<\/span><\/b><br \/>\n<span data-contrast=\"auto\">Structured deployments save QA from unnecessary stress, allowing the team to focus on real issues rather than chasing ghosts.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ol>\n<p><a href=\"https:\/\/www.testleaf.com\/course\/playwright.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-5709 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class.png\" alt=\"Playwright automation testing\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/Playwright-online-class-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Real_Impact_on_Our_QA_Process\"><\/span><b><span data-contrast=\"auto\">Real Impact on Our <a href=\"https:\/\/www.testleaf.com\/blog\/10-ai-testing-tools-to-streamline-your-qa-process-in-2025\/\">QA Process<\/a><\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">After implementing scheduled deployments, the difference was remarkable:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">False failures dropped by 80\u201390%<\/span><\/b><span data-contrast=\"auto\">, freeing QA to focus on real defects.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Pipeline reliability improved<\/span><\/b><span data-contrast=\"auto\">, with fewer retries required in CI\/CD runs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Release confidence increased<\/span><\/b><span data-contrast=\"auto\">, as stakeholders trusted test results and sign-offs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Team productivity surged<\/span><\/b><span data-contrast=\"auto\">, since QA could plan work efficiently around stable environments.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">From my perspective, scheduling deployments turned QA from a reactive, firefighting function into a <\/span><b><span data-contrast=\"auto\">predictable, strategic partner<\/span><\/b><span data-contrast=\"auto\"> in product delivery.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"auto\">Conclusion<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">False failures were once a constant headache. As a tester, I would spend hours chasing issues that didn\u2019t exist, feeling frustrated and stuck. Implementing <\/span><b><span data-contrast=\"auto\">scheduled deployments<\/span><\/b><span data-contrast=\"auto\"> was the turning point. By aligning Dev, QA, and release cycles, we eliminated chaos, reduced false failures, and gave our automated tests a stable, reliable environment to run in.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Scheduling deployments is not just a technical improvement\u2014it\u2019s a <a href=\"https:\/\/www.testleaf.com\/blog\/top-10-test-strategy-optimization-techniques-for-2025\/\"><strong>QA strategy<\/strong><\/a>. It protects the integrity of test results, saves time, boosts team confidence, and ultimately ensures that releases are both <\/span><b><span data-contrast=\"auto\">smooth and reliable<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For any QA team struggling with unpredictable environments and phantom test failures, I can confidently say: <\/span><b><span data-contrast=\"auto\">plan your deployments, stick to your schedule, and watch chaos turn into confidence<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 data-start=\"890\" data-end=\"936\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><strong data-start=\"894\" data-end=\"936\">FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h5 data-start=\"938\" data-end=\"995\"><strong data-start=\"942\" data-end=\"993\">1. Why do false failures happen during testing?<\/strong><\/h5>\n<p data-start=\"996\" data-end=\"1150\">False failures usually occur due to unstable environments, mid-deployment changes, misaligned pipelines, or incomplete builds\u2014not because of real defects.<\/p>\n<h5 data-start=\"1152\" data-end=\"1211\"><strong data-start=\"1156\" data-end=\"1209\">2. How does scheduling deployments help QA teams?<\/strong><\/h5>\n<p data-start=\"1212\" data-end=\"1363\">Scheduled deployments ensure the environment is stable before testing, reducing false positives, improving accuracy, and boosting pipeline reliability.<\/p>\n<h5 data-start=\"1365\" data-end=\"1424\"><strong data-start=\"1369\" data-end=\"1422\">3. What is the best time to schedule deployments?<\/strong><\/h5>\n<p data-start=\"1425\" data-end=\"1557\">Most teams prefer early-morning Dev-to-QA deployments, midday Preprod updates, and end-of-day Production releases after QA sign-off.<\/p>\n<h5 data-start=\"1559\" data-end=\"1627\"><strong data-start=\"1563\" data-end=\"1625\">4. Does scheduling deployments improve automation results?<\/strong><\/h5>\n<p data-start=\"1628\" data-end=\"1742\">Yes. Automation becomes trustworthy because tests run on stable, fully deployed environments without interference.<\/p>\n<h5 data-start=\"1744\" data-end=\"1803\"><strong data-start=\"1748\" data-end=\"1801\">5. How does deployment scheduling reduce burnout?<\/strong><\/h5>\n<p data-start=\"1804\" data-end=\"1951\">Clear, predictable deployment windows eliminate chaos, reduce unnecessary investigation, and help QA focus on real defects, not environment issues.<\/p>\n<h5><\/h5>\n<h5><strong>We Also Provide Training In:<\/strong><\/h5>\n<ul>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/selenium-automation-certification-training-course.html\"><strong>Advanced Selenium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/playwright.html\"><strong>Playwright Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html\"><strong>Gen AI Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/aws-cloud-architect-certification-training-course.html\"><strong>AWS Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/rest-api-testing-certification-training-course.html\"><strong>REST API Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/full-stack-developer-certification-training-course.html\"><strong>Full Stack Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/appium-mobile-automation-certification-training-course.html\"><strong>Appium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/dev-ops-master-certification-training-course.html\"><strong>DevOps Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/apache-jmeter-testing-training-course.html\"><strong>JMeter Performance Training<\/strong><\/a><\/li>\n<\/ul>\n<h6><strong>Author\u2019s Bio<\/strong>:<\/h6>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6744 size-full alignleft\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png\" sizes=\"(max-width: 200px) 100vw, 200px\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png 200w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-150x150.png 150w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-96x96.png 96w\" alt=\"Kadhir\" width=\"200\" height=\"200\" \/><\/p>\n<p>Content Writer at Testleaf, specializing in SEO-driven content for test automation, software development, and cybersecurity. I turn complex technical topics into clear, engaging stories that educate, inspire, and drive digital transformation.<\/p>\n<p><strong>Ezhirkadhir Raja<\/strong><\/p>\n<p>Content Writer \u2013 Testleaf<\/p>\n<p><a href=\"http:\/\/linkedin.com\/in\/ezhirkadhir\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/linkedin.png\" alt=\"LinkedIn Logo\" width=\"28\" height=\"28\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; Early in my journey as a tester, I quickly realized that not all test failures are created equal. Some were real bugs\u2014valid defects that needed fixing\u2014but many others were false failures, caused not by the application itself, but by chaotic deployment schedules, unstable environments, or overlapping builds. These false failures were draining. I spent &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.testleaf.com\/blog\/how-scheduling-deployments-saved-our-qa-from-false-failures\/\"> <span class=\"screen-reader-text\">How Scheduling Deployments Saved Our QA from False Failures<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":7949,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"default","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[806],"tags":[807,849,966,882,883,90,781],"class_list":["post-7947","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-qa","tag-qa","tag-qa-engineer","tag-qa-process","tag-qa-professionals","tag-qa-teams","tag-qa-tester","tag-traditional-qa"],"acf":[],"aioseo_notices":[],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/7947","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/comments?post=7947"}],"version-history":[{"count":3,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/7947\/revisions"}],"predecessor-version":[{"id":7955,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/7947\/revisions\/7955"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media\/7949"}],"wp:attachment":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media?parent=7947"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/categories?post=7947"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/tags?post=7947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}