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var a = axel * 10000000000000; document.write('<iframe src="https://2542116.fls.doubleclick.net/activityi;src=2542116;type=gblog;cat=googl0;ord=ord=' + a + '?" width="1" height="1" frameborder="0" style="display:none"></iframe>'); //]]> </script> <noscript> <img alt='' height='1' src='https://ad.doubleclick.net/ddm/activity/src=2542116;type=gblog;cat=googl0;ord=1?' width='1'/> </noscript>  <div class='header-outer'> <div class='header-inner'> <div class='section' id='header'><div class='widget Header' data-version='1' id='Header1'> <div class='header-left'> <div class='header-title'> <a class='google-logo' href='https://testing.googleblog.com/'> <img height='50' src='https://www.gstatic.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png'/> </a> <a href='/.'> <h2> Testing Blog </h2> </a> </div> <div class='header-desc'> </div> </div> </div></div> </div> </div>  <div class='cols-wrapper loading'> <div class='col-main-wrapper'> <div class='col-main'> <div class='section' id='main'><div class='widget Blog' data-version='1' id='Blog1'> <div class='post' data-id='8859994293759789916' itemscope='' itemtype='http://schema.org/BlogPosting'> <h2 class='title' itemprop='name'> <a href='https://testing.googleblog.com/2021/03/test-flakiness-one-of-main-challenges.html' itemprop='url' title='Test Flakiness - One of the main challenges of automated testing (Part II)'> Test Flakiness - One of the main challenges of automated testing (Part II) </a> </h2> <div class='post-header'> <div class='published'> <span class='publishdate' itemprop='datePublished'> Wednesday, March 24, 2021 </span> </div> </div> <div class='post-body'> <div class='post-content' itemprop='articleBody'> <script type='text/template'> By George Pirocanac<div><br /></div><div>This is part two of a series on test flakiness. The <a href="https://testing.googleblog.com/2020/12/test-flakiness-one-of-main-challenges.html">first article</a> discussed the four components under which tests are run and the possible reasons for test flakiness. This article will discuss the triage tips and remedies for flakiness for each of these possible reasons.</div><h3 style="text-align: left;"><br /></h3><h3 style="text-align: left;">Components</h3><div><br /></div><div>To review, the four components where flakiness can occur include:</div><div><ul style="text-align: left;"><li>The tests themselves</li><li>The test-running framework</li><li>The application or system under test (SUT) and the services and libraries that the SUT and testing framework depend upon</li><li>The OS and hardware and network that the SUT and testing framework depend upon</li></ul><div><br /></div></div><div>This was captured and summarized in the following diagram.</div><div><br /></div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUnN8lpHRkVYQ3G5ycEcr1HDvMHUAiCsr7nHqYYSIX0_U7A78wjhZrP5CnZLB6eqyjJk_46swSKkL835e_QtWuDZJ_65cL7mn6a_58Bes5Q_Z1_DmNZ7egieAUmlf0zu-FeYNp/s720/Copy+of+Copy+of+Test+Flakiness+Article+II+for+External+Testing+Blog+%25281%2529.jpg" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="472" data-original-width="720" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUnN8lpHRkVYQ3G5ycEcr1HDvMHUAiCsr7nHqYYSIX0_U7A78wjhZrP5CnZLB6eqyjJk_46swSKkL835e_QtWuDZJ_65cL7mn6a_58Bes5Q_Z1_DmNZ7egieAUmlf0zu-FeYNp/w608-h400/Copy+of+Copy+of+Test+Flakiness+Article+II+for+External+Testing+Blog+%25281%2529.jpg" width="608" /></a></div><div class="separator" style="clear: both; text-align: left;"><div class="separator" style="clear: both;">The reasons, triage tips, and remedies for flakiness are discussed below, by component.</div><div class="separator" style="clear: both;"><br /></div><div class="separator" style="clear: both;"><br /></div><div class="separator" style="clear: both;"><br /></div><div class="separator" style="clear: both;"><h3 style="clear: both; text-align: left;">The tests themselves</h3><div><br /></div><div>The tests themselves can introduce flakiness. This can include test data, test workflows, initial setup of test prerequisites, and initial state of other dependencies.</div><div><br /></div><div><span id="docs-internal-guid-cc3386a8-7fff-514b-d1ff-2a7b704dddcd"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Improper initialization or cleanup.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Look for compiler warnings about uninitialized variables. Inspect initialization and cleanup code. Check that the environment is set up and torn down correctly. Verify that test data is correct.</span></p><br /></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly initialize all variables with proper values before their use.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Properly set up and tear down the testing environment. Consider an initial test that verifies the state of the environment.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Invalid assumptions about the state of test data.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Rerun test(s) independently.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Make tests independent of any state from other tests and previous runs.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Invalid assumptions about the state of the system, such as the system time.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly check for system dependency assumptions.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Remove or isolate the SUT dependencies on aspects of the environment that you do not control.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Dependencies on execution time, expecting asynchronous events to occur in a specific order, waiting without timeouts, or race conditions between the tests and the application.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Log the times when accesses to the application are made.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">As part of debugging, introduce delays in the application to check for differences in test results.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /><br /></span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Add synchronization elements to the tests so that they wait for specific application states. Disable unnecessary caching to have a predictable timeline for the application responses.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Note: </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Do</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">NOT </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">add arbitrary delays as these can become flaky again over time and slow down the test unnecessarily.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Dependencies on the order in which the tests are run. (Similar to the second case above.)</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Rerun test(s) independently.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Make tests independent of each other and of  any state from previous runs.</span></p></td></tr></tbody></table></div></span></div> <div><i><span style="font-size: x-small;"><br /></span></i></div><div><i><span style="font-size: x-small;">Table 1 - Reasons, triage tips, and remedies for flakiness in the tests themselves</span></i></div><div><div><br /></div><h3 style="text-align: left;">The test-running framework</h3></div><div><br /></div><div>An unreliable test-running framework can introduce flakiness. </div><div><br /></div><div><span id="docs-internal-guid-8512e193-7fff-e2f6-818d-6d28c9227926"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Failure to allocate enough resources for the SUT, thus preventing it from running.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check logs to see if SUT came up.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Allocate sufficient resources.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Improper scheduling of the tests so they “collide” and cause each other to fail.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly run tests independently in different order.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Make tests runnable independently of each other.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Insufficient system resources to satisfy the test requirements. (Similar to the first case but here resources are consumed while running the workflow.)</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check system logs to see if SUT ran out of resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix memory leaks or similar resource “bleeding.”</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Allocate sufficient resources to run tests.</span></p></td></tr></tbody></table></div><br /></span></div><div><i><span style="font-size: x-small;">Table 2 - Reasons, triage tips, and remedies for flakiness in the test running framework</span></i></div><div><br /></div><div><br /></div><h3 style="text-align: left;">The application or SUT and the services and libraries that the SUT and testing framework depend upon</h3><div><div><br /></div><div>Of course, the application itself (or the SUT) could be the source of flakiness. </div><div>An application can also have numerous dependencies on other services, and each of those services can have their own dependencies. In this chain, each of the services can introduce flakiness. </div></div><div><br /></div><div><span id="docs-internal-guid-09658aab-7fff-21ca-2937-a430c1039703"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Race conditions.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Log accesses of shared resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Add synchronization elements to the tests so that they wait for specific application states. Note: </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Do</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">NOT </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">add arbitrary delays as these can become flaky again over time.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Uninitialized variables.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Look for compiler warnings about uninitialized variables.</span></p><br /></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly initialize all variables with proper values before their use.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Being slow to respond or being unresponsive to the stimuli from the tests.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Log the times when requests and responses are made.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check and remove any causes for delays.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Memory leaks.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Look at memory consumption during test runs. Use tools such as Valgrind to detect.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix programming error causing memory leak. This </span><a href="https://en.wikipedia.org/wiki/Memory_leak" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Wikipedia article</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> has an excellent discussion on these types of errors.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Oversubscription of resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check system logs to see if SUT ran out of resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Allocate sufficient resources to run tests.</span></p><br /></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Changes to the application (or dependent services) out of sync with the corresponding tests.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Examine revision history.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Institute a policy requiring code changes to be accompanied by tests.</span></p></td></tr></tbody></table></div><br /></span></div><div><span id="docs-internal-guid-ac8dffbb-7fff-2802-cd50-177a19301a76"><div align="left" dir="ltr" style="margin-left: 0pt;"><div align="left" dir="ltr" style="margin-left: 0pt;"><i><span style="font-size: x-small;">Table 3 - Reasons, triage tips, and remedies for flakiness in the application or SUT</span></i></div><div><br /></div><div><br /></div><div><h3>The OS and hardware that the SUT and testing framework depend upon</h3></div><div><br /></div><div>Finally, the underlying hardware and operating system can be sources of test flakiness. </div><div><i><span style="font-size: x-small;"><br /></span></i></div><div><span id="docs-internal-guid-0d6c36b5-7fff-566e-92ce-795efef74cfe"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Networking failures or instability.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check for hardware errors in system logs.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix hardware errors or run tests on different hardware.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Disk errors.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check for hardware errors in system logs.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix hardware errors or run tests on different hardware.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Resources being consumed by other tasks/services not related to the tests being run.</span></p><br /></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Examine system process activity.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Reduce activity of other processes on test system(s).</span></p></td></tr></tbody></table></div><br /></span></div><div><i><span style="font-size: x-small;">Table 4 - Reasons, triage tips, and remedies for flakiness in the OS and hardware of the SUT</span></i></div><div><br /></div><div><br /></div><h3>Conclusion</h3><div>As can be seen from the wide variety of failures, having low flakiness in automated testing can be quite a challenge. This article has outlined both the components under which tests are run and the types of flakiness that can occur, and thus can serve as a cheat sheet when triaging and fixing flaky tests.</div><div><br /></div><div><br /></div><div><h3>References</h3></div><div><ul><li><a href="https://testing.googleblog.com/2017/04/where-do-our-flaky-tests-come-from.html">Where do our flaky tests come from?</a></li><li><a href="https://testing.googleblog.com/2016/05/flaky-tests-at-google-and-how-we.html">Flaky Tests at Google and How We Mitigate Them</a></li><li><a href="https://testing.googleblog.com/2009/06/my-selenium-tests-arent-stable.html">My Selenium Tests Aren't Stable!</a></li><li><a href="https://testing.googleblog.com/2008/04/tott-avoiding-flakey-tests.html">TotT: Avoiding Flakey Tests</a></li><li><a href="https://testing.googleblog.com/2020/12/test-flakiness-one-of-main-challenges.html">Test Flakiness - One of the main challenges of automated testing</a></li></ul></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div></div></span></div></div></div> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </script> <noscript> By George Pirocanac<div><br /></div><div>This is part two of a series on test flakiness. The <a href="https://testing.googleblog.com/2020/12/test-flakiness-one-of-main-challenges.html">first article</a> discussed the four components under which tests are run and the possible reasons for test flakiness. This article will discuss the triage tips and remedies for flakiness for each of these possible reasons.</div><h3 style="text-align: left;"><br /></h3><h3 style="text-align: left;">Components</h3><div><br /></div><div>To review, the four components where flakiness can occur include:</div><div><ul style="text-align: left;"><li>The tests themselves</li><li>The test-running framework</li><li>The application or system under test (SUT) and the services and libraries that the SUT and testing framework depend upon</li><li>The OS and hardware and network that the SUT and testing framework depend upon</li></ul><div><br /></div></div><div>This was captured and summarized in the following diagram.</div><div><br /></div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUnN8lpHRkVYQ3G5ycEcr1HDvMHUAiCsr7nHqYYSIX0_U7A78wjhZrP5CnZLB6eqyjJk_46swSKkL835e_QtWuDZJ_65cL7mn6a_58Bes5Q_Z1_DmNZ7egieAUmlf0zu-FeYNp/s720/Copy+of+Copy+of+Test+Flakiness+Article+II+for+External+Testing+Blog+%25281%2529.jpg" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="472" data-original-width="720" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUnN8lpHRkVYQ3G5ycEcr1HDvMHUAiCsr7nHqYYSIX0_U7A78wjhZrP5CnZLB6eqyjJk_46swSKkL835e_QtWuDZJ_65cL7mn6a_58Bes5Q_Z1_DmNZ7egieAUmlf0zu-FeYNp/w608-h400/Copy+of+Copy+of+Test+Flakiness+Article+II+for+External+Testing+Blog+%25281%2529.jpg" width="608" /></a></div><div class="separator" style="clear: both; text-align: left;"><div class="separator" style="clear: both;">The reasons, triage tips, and remedies for flakiness are discussed below, by component.</div><div class="separator" style="clear: both;"><br /></div><div class="separator" style="clear: both;"><br /></div><div class="separator" style="clear: both;"><br /></div><div class="separator" style="clear: both;"><h3 style="clear: both; text-align: left;">The tests themselves</h3><div><br /></div><div>The tests themselves can introduce flakiness. This can include test data, test workflows, initial setup of test prerequisites, and initial state of other dependencies.</div><div><br /></div><div><span id="docs-internal-guid-cc3386a8-7fff-514b-d1ff-2a7b704dddcd"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Improper initialization or cleanup.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Look for compiler warnings about uninitialized variables. Inspect initialization and cleanup code. Check that the environment is set up and torn down correctly. Verify that test data is correct.</span></p><br /></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly initialize all variables with proper values before their use.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Properly set up and tear down the testing environment. Consider an initial test that verifies the state of the environment.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Invalid assumptions about the state of test data.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Rerun test(s) independently.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Make tests independent of any state from other tests and previous runs.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Invalid assumptions about the state of the system, such as the system time.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly check for system dependency assumptions.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Remove or isolate the SUT dependencies on aspects of the environment that you do not control.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Dependencies on execution time, expecting asynchronous events to occur in a specific order, waiting without timeouts, or race conditions between the tests and the application.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Log the times when accesses to the application are made.</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">As part of debugging, introduce delays in the application to check for differences in test results.</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"><br /><br /></span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Add synchronization elements to the tests so that they wait for specific application states. Disable unnecessary caching to have a predictable timeline for the application responses.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Note: </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Do</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">NOT </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">add arbitrary delays as these can become flaky again over time and slow down the test unnecessarily.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Dependencies on the order in which the tests are run. (Similar to the second case above.)</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Rerun test(s) independently.</span></p></td><td style="border-bottom: solid #000000 1pt; border-color: rgb(0, 0, 0); border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-style: solid; border-top: solid #000000 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Make tests independent of each other and of  any state from previous runs.</span></p></td></tr></tbody></table></div></span></div> <div><i><span style="font-size: x-small;"><br /></span></i></div><div><i><span style="font-size: x-small;">Table 1 - Reasons, triage tips, and remedies for flakiness in the tests themselves</span></i></div><div><div><br /></div><h3 style="text-align: left;">The test-running framework</h3></div><div><br /></div><div>An unreliable test-running framework can introduce flakiness. </div><div><br /></div><div><span id="docs-internal-guid-8512e193-7fff-e2f6-818d-6d28c9227926"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Failure to allocate enough resources for the SUT, thus preventing it from running.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check logs to see if SUT came up.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Allocate sufficient resources.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Improper scheduling of the tests so they “collide” and cause each other to fail.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly run tests independently in different order.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Make tests runnable independently of each other.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Insufficient system resources to satisfy the test requirements. (Similar to the first case but here resources are consumed while running the workflow.)</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check system logs to see if SUT ran out of resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix memory leaks or similar resource “bleeding.”</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Allocate sufficient resources to run tests.</span></p></td></tr></tbody></table></div><br /></span></div><div><i><span style="font-size: x-small;">Table 2 - Reasons, triage tips, and remedies for flakiness in the test running framework</span></i></div><div><br /></div><div><br /></div><h3 style="text-align: left;">The application or SUT and the services and libraries that the SUT and testing framework depend upon</h3><div><div><br /></div><div>Of course, the application itself (or the SUT) could be the source of flakiness. </div><div>An application can also have numerous dependencies on other services, and each of those services can have their own dependencies. In this chain, each of the services can introduce flakiness. </div></div><div><br /></div><div><span id="docs-internal-guid-09658aab-7fff-21ca-2937-a430c1039703"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Race conditions.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Log accesses of shared resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Add synchronization elements to the tests so that they wait for specific application states. Note: </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Do</span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">NOT </span><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">add arbitrary delays as these can become flaky again over time.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Uninitialized variables.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Look for compiler warnings about uninitialized variables.</span></p><br /></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Explicitly initialize all variables with proper values before their use.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Being slow to respond or being unresponsive to the stimuli from the tests.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Log the times when requests and responses are made.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check and remove any causes for delays.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Memory leaks.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Look at memory consumption during test runs. Use tools such as Valgrind to detect.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix programming error causing memory leak. This </span><a href="https://en.wikipedia.org/wiki/Memory_leak" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;">Wikipedia article</span></a><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;"> has an excellent discussion on these types of errors.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Oversubscription of resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check system logs to see if SUT ran out of resources.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Allocate sufficient resources to run tests.</span></p><br /></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Changes to the application (or dependent services) out of sync with the corresponding tests.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Examine revision history.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Institute a policy requiring code changes to be accompanied by tests.</span></p></td></tr></tbody></table></div><br /></span></div><div><span id="docs-internal-guid-ac8dffbb-7fff-2802-cd50-177a19301a76"><div align="left" dir="ltr" style="margin-left: 0pt;"><div align="left" dir="ltr" style="margin-left: 0pt;"><i><span style="font-size: x-small;">Table 3 - Reasons, triage tips, and remedies for flakiness in the application or SUT</span></i></div><div><br /></div><div><br /></div><div><h3>The OS and hardware that the SUT and testing framework depend upon</h3></div><div><br /></div><div>Finally, the underlying hardware and operating system can be sources of test flakiness. </div><div><i><span style="font-size: x-small;"><br /></span></i></div><div><span id="docs-internal-guid-0d6c36b5-7fff-566e-92ce-795efef74cfe"><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none; table-layout: fixed; width: 468pt;"><colgroup><col></col><col></col><col></col></colgroup><tbody><tr style="height: 0pt;"><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Reason for Flakiness</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Tips for Triaging</span></p></td><td style="background-color: #cfe2f3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="background-color: transparent; font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Type of Remedy</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Networking failures or instability.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check for hardware errors in system logs.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix hardware errors or run tests on different hardware.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Disk errors.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Check for hardware errors in system logs.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Fix hardware errors or run tests on different hardware.</span></p></td></tr><tr style="height: 0pt;"><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Resources being consumed by other tasks/services not related to the tests being run.</span></p><br /></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Examine system process activity.</span></p></td><td style="border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt 5pt 5pt 5pt; vertical-align: top;"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-family: Arial; font-size: 11pt; font-variant-east-asian: normal; font-variant-numeric: normal; vertical-align: baseline; white-space: pre-wrap;">Reduce activity of other processes on test system(s).</span></p></td></tr></tbody></table></div><br /></span></div><div><i><span style="font-size: x-small;">Table 4 - Reasons, triage tips, and remedies for flakiness in the OS and hardware of the SUT</span></i></div><div><br /></div><div><br /></div><h3>Conclusion</h3><div>As can be seen from the wide variety of failures, having low flakiness in automated testing can be quite a challenge. This article has outlined both the components under which tests are run and the types of flakiness that can occur, and thus can serve as a cheat sheet when triaging and fixing flaky tests.</div><div><br /></div><div><br /></div><div><h3>References</h3></div><div><ul><li><a href="https://testing.googleblog.com/2017/04/where-do-our-flaky-tests-come-from.html">Where do our flaky tests come from?</a></li><li><a href="https://testing.googleblog.com/2016/05/flaky-tests-at-google-and-how-we.html">Flaky Tests at Google and How We Mitigate Them</a></li><li><a href="https://testing.googleblog.com/2009/06/my-selenium-tests-arent-stable.html">My Selenium Tests Aren't Stable!</a></li><li><a href="https://testing.googleblog.com/2008/04/tott-avoiding-flakey-tests.html">TotT: Avoiding Flakey Tests</a></li><li><a href="https://testing.googleblog.com/2020/12/test-flakiness-one-of-main-challenges.html">Test Flakiness - One of the main challenges of automated testing</a></li></ul></div><div><br 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dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2019/07/'> Jul </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2019/01/'> Jan </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/'> 2018 </a> <span class='post-count' dir='ltr'>(7)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/11/'> Nov </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/09/'> Sep </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/07/'> Jul </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/06/'> Jun </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/05/'> May </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2018/02/'> Feb </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/'> 2017 </a> <span class='post-count' dir='ltr'>(17)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/12/'> Dec </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/11/'> Nov </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/10/'> Oct </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/09/'> Sep </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/08/'> Aug </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/07/'> Jul </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/06/'> Jun </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/05/'> May </a> <span class='post-count' dir='ltr'>(3)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/04/'> Apr </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/02/'> Feb </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2017/01/'> Jan </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/'> 2016 </a> <span class='post-count' dir='ltr'>(15)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/12/'> Dec </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/11/'> Nov </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/10/'> Oct </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/09/'> Sep </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/08/'> Aug </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/06/'> Jun </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/05/'> May </a> <span class='post-count' dir='ltr'>(3)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/04/'> Apr </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/03/'> Mar </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2016/02/'> Feb </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/'> 2015 </a> <span class='post-count' dir='ltr'>(14)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/12/'> Dec </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/11/'> Nov </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/10/'> Oct </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/08/'> Aug </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/06/'> Jun </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/05/'> May </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/04/'> Apr </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/03/'> Mar </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/02/'> Feb </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2015/01/'> Jan </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/'> 2014 </a> <span class='post-count' dir='ltr'>(24)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/12/'> Dec </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/11/'> Nov </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/10/'> Oct </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/09/'> Sep </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/08/'> Aug </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/07/'> Jul </a> <span class='post-count' dir='ltr'>(3)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/06/'> Jun </a> <span class='post-count' dir='ltr'>(3)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/05/'> May </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/04/'> Apr </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/03/'> Mar </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/02/'> Feb </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2014/01/'> Jan </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/'> 2013 </a> <span class='post-count' dir='ltr'>(16)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/12/'> Dec </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/11/'> Nov </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/10/'> Oct </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/08/'> Aug </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/07/'> Jul </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2013/06/'> Jun </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li 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href='https://testing.googleblog.com/2013/01/'> Jan </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2012/'> 2012 </a> <span class='post-count' dir='ltr'>(11)</span> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2012/12/'> Dec </a> <span class='post-count' dir='ltr'>(1)</span> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <a class='toggle' href='javascript:void(0)'> <span class='zippy'> ►  </span> </a> <a class='post-count-link' href='https://testing.googleblog.com/2012/11/'> Nov </a> <span class='post-count' dir='ltr'>(2)</span> </li> </ul> <ul class='hierarchy'> <li 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style='margin-top: -16px;' width='92'/> </a> <ul> <li> <a href='//www.google.com/'> Google </a> </li> <li> <a href='//www.google.com/policies/privacy/'> Privacy </a> </li> <li> <a href='//www.google.com/policies/terms/'> Terms </a> </li> </ul> </div> </div> <script type='text/javascript'> //<![CDATA[ // Social sharing popups. var postEl = document.getElementsByClassName('social-wrapper'); var postCount = postEl.length; for(i=0; i<postCount;i++){ postEl[i].addEventListener("click", function(event){ var postUrl = this.getAttribute("data-href"); window.open( postUrl,'popUpWindow','height=500,width=500,left=10,top=10,resizable=yes,scrollbars=yes,toolbar=yes,menubar=no,location=no,directories=no,status=yes'); });} //]]> </script> <script type='text/javascript'> //<![CDATA[ var BreakpointHandler = function() { this.initted = false; this.isHomePage = false; this.isMobile = false; }; BreakpointHandler.prototype.finalizeSummary = function(summaryHtml, lastNode) { // Use $.trim for IE8 compatibility summaryHtml = $.trim(summaryHtml).replace(/(<br>|\s)+$/,''); if (lastNode.nodeType == 3) { var lastChar = summaryHtml.slice(-1); if (!lastChar.match(/[.”"?]/)) { if (!lastChar.match(/[A-Za-z]/)) { summaryHtml = summaryHtml.slice(0, -1); } summaryHtml += ' ...'; } } else if (lastNode.nodeType == 1 && (lastNode.nodeName == 'I' || lastNode.nodeName == 'A')) { summaryHtml += ' ...'; } return summaryHtml; }; BreakpointHandler.prototype.generateSummaryFromContent = function(content, numWords) { var seenWords = 0; var summaryHtml = ''; for (var i=0; i < content.childNodes.length; i++) { var node = content.childNodes[i]; var nodeText; if (node.nodeType == 1) { if (node.hasAttribute('data-about-pullquote')) { continue; } nodeText = node.textContent; if (nodeText === undefined) { // innerText for IE8 nodeText = node.innerText; } if (node.nodeName == 'DIV' || node.nodeName == 'B') { // Don't end early if we haven't seen enough words. if (seenWords < 10) { continue; } if (i > 0) { summaryHtml = this.finalizeSummary(summaryHtml, content.childNodes[i-1]); } break; } summaryHtml += node.outerHTML; } else if (node.nodeType == 3) { nodeText = node.nodeValue; summaryHtml += nodeText + ' '; } var words = nodeText.match(/\S+\s*/g); if (!words) { continue; } var remain = numWords - seenWords; if (words.length >= remain) { summaryHtml = this.finalizeSummary(summaryHtml, node); break; } seenWords += words.length; } return summaryHtml; }; BreakpointHandler.prototype.detect = function() { var match, pl = /\+/g, search = /([^&=]+)=?([^&]*)/g, decode = function (s) { return decodeURIComponent(s.replace(pl, " ")); }, query = window.location.search.substring(1); var urlParams = {}; while (match = search.exec(query)) urlParams[decode(match[1])] = decode(match[2]); this.isListPage = $('html').hasClass('list-page'); this.isMobile = urlParams['m'] === '1'; this.isHomePage = window.location.pathname == '/'; }; BreakpointHandler.prototype.initContent = function() { var self = this; $('.post').each(function(index) { var body = $(this).children('.post-body')[0]; var content = $(body).children('.post-content')[0]; $(content).addClass('post-original'); var data = $(content).children('script').html(); data = self.rewriteForSSL(data); // If exists, extract specified editor's preview. var match = data.match(/([\s\S]+?)<div data-is-preview.+?>([\s\S]+)<\/div>/m); if (match) { data = match[1]; } // Prevent big images from loading when they aren't needed. // This must be done as a pre-injection step, since image loading can't be // canceled once embedded into the DOM. if (self.isListPage && self.isMobile) { data = data.replace(/<(img|iframe) .+?>/g, ''); } // Insert template to be rendered as nodes. content.innerHTML = data; if (self.isListPage) { var summary = document.createElement('div'); $(summary).addClass('post-content'); $(summary).addClass('post-summary'); body.insertBefore(summary, content); if (match) { // Use provided summary. summary.innerHTML = match[2]; } else { // Generate a summary. // Summary generation relies on DOM, so it must occur after content is // inserted into the page. summary.innerHTML = self.generateSummaryFromContent(content, 30); } // Add read more link to summary. var titleAnchor = $(this).find('.title a')[0]; var link = titleAnchor.cloneNode(true); link.innerHTML = 'Read More'; $(link).addClass('read-more'); summary.appendChild(link); } }); // Firefox does not allow for proper styling of BR. if (navigator.userAgent.indexOf('Firefox') > -1) { $('.post-content br').replaceWith('<span class="space"></span>'); } $('.loading').removeClass('loading'); }; BreakpointHandler.prototype.process = function() { if (!this.initted) { var makeInsecureImageRegex = function(hosts) { var whitelist = hosts.join('|').replace(/\./g,'\\.'); // Normal image tags, plus input images (yes, this is possible!) return new RegExp('(<(img|input)[^>]+?src=("|\'))http:\/\/(' + whitelist +')', 'g'); }; this.sslImageRegex = makeInsecureImageRegex(BreakpointHandler.KNOWN_HTTPS_HOSTS); this.sslImageCurrentDomainRegex = makeInsecureImageRegex([window.location.hostname]); this.detect(); this.initContent(); this.initted = true; } }; BreakpointHandler.KNOWN_HTTPS_HOSTS = [ "www.google.org", "www.google.com", "services.google.com", "blogger.com", "draft.blogger.com", "www.blogger.com", "photos1.blogger.com", "photos2.blogger.com", "photos3.blogger.com", "blogblog.com", "img1.blogblog.com", "img2.blogblog.com", "www.blogblog.com", "www1.blogblog.com", "www2.blogblog.com", "0.bp.blogspot.com", "1.bp.blogspot.com", "2.bp.blogspot.com", "3.bp.blogspot.com", "4.bp.blogspot.com", "lh3.googleusercontent.com", "lh4.googleusercontent.com", "lh5.googleusercontent.com", "lh6.googleusercontent.com", "themes.googleusercontent.com", ]; BreakpointHandler.prototype.rewriteForSSL = function(html) { // Handle HTTP -> HTTPS source replacement of images, movies, and other embedded content. return html.replace(this.sslImageRegex, '$1https://$4') .replace(this.sslImageCurrentDomainRegex, '$1//$4') .replace(/(<(embed|iframe)[^>]+?src=("|'))http:\/\/([^"']*?(youtube|picasaweb\.google)\.com)/g, '$1https://$4') // Slideshow SWF takes a image host, so we need to rewrite that parameter. .replace(/(<embed[^>]+?feed=http(?=[^s]))/g, '$1s'); }; $(document).ready(function() { var handler = new BreakpointHandler(); handler.process(); // Top-level navigation. $(".BlogArchive .tab").click(function(ev) { ev.preventDefault(); $(this).parent().toggleClass('active'); $(this).siblings().slideToggle(300); }); $(".Label .tab").click(function(ev) { ev.preventDefault(); $(this).parent().toggleClass('active'); $(this).siblings().slideToggle(300); }); // Blog archive year expansion. $('.BlogArchive .intervalToggle').click(function(ev) { ev.preventDefault(); if ($(this).parent().hasClass('collapsed')) { $(this).parent().removeClass('collapsed'); $(this).parent().addClass('expanded'); } else { $(this).parent().removeClass('expanded'); $(this).parent().addClass('collapsed'); } }); // Reverse order of months. $('.BlogArchive .intervalToggle + div').each(function(_, items) { var year = $(this); year.children().each(function(_, month) { year.prepend(month); }); }); // Set anchors to open in new tab. $('.post-content img').parent().each(function(_, node) { if (node.nodeName == 'A') { $(this).attr('target', '_blank'); } }); // Process search requests. $('.searchBox input').on("keypress", function(ev) { if (ev.which == 13) { window.location.href = 'https://www.google.com/search?q=site%3A' + window.location.hostname + '%20' + encodeURIComponent ($(this).val()); } }); }); (function($, window) { var archiveButton = $($('#sidebar .widget.BlogArchive h2')[0]); var folderIcon = $('#sidebar .widget.BlogArchive h2::after'); var archivePanel = $('#BlogArchive1'); archiveButton.click(function(e) { if (archivePanel.hasClass('archive-open')) { // It's open, so now we close it archivePanel.removeClass('archive-open'); archivePanel.addClass('archive-closed'); archiveButton.removeClass('archive-open'); archiveButton.addClass('archive-closed'); archivePanel.css('height', '60px'); } else { // It's closed, so open it archivePanel.removeClass('archive-closed'); archivePanel.addClass('archive-open'); archiveButton.removeClass('archive-closed'); archiveButton.addClass('archive-open'); archivePanel.css('height', 'auto'); folderIcon.css('content', 'https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEggkDzi8QVSua_XxLOnfxWE_8nQc1MAhRPBxJej91JW2ZBbKvb2TjaNf66ZoTqCrBivwRr-TLJYxFm2ZAiMd-zfbJ0TjblXGvUszWFbdRncNOL7jseiJCL9uQoqN8BM8FpesdSw/s1600/keyboard_arrow_up_grey600_24dp.png'); } }); })($, window); (function ($, window, devsite) { devsite.devsite = {}; devsite.expandLeftNav = devsite.expandLeftNav || {}; devsite.expandLeftNav.ANALYTICS_LABEL_ = 'Hamburger menu'; devsite.expandLeftNav.ANALYTICS_ACTION_OPEN_ = 'Open'; devsite.expandLeftNav.ANALYTICS_ACTION_CLOSE_ = 'Close'; devsite.expandLeftNav.lastState_ = 0; devsite.expandLeftNav.chekovEnabled_ = false; devsite.expandLeftNav.init = function () { devsite.expandLeftNav.chekovEnabled_ = true; var navElement; if (devsite.expandLeftNav.chekovEnabled_) { navElement = $('.devsite-nav-responsive'); } else { navElement = $('.devsite-section-nav-responsive'); } this.drawerWidth = parseInt(navElement.css('width')); navElement.css({ 'left': -(this.drawerWidth) }); var expandButton = $('.devsite-expand-section-nav'); expandButton.click(function () { devsite.expandLeftNav.handleNavigationOpened(); }); navElement.find('.devsite-nav-responsive-forward').click( devsite.expandLeftNav.openPanel); navElement.find('.devsite-nav-responsive-back').click( devsite.expandLeftNav.closePanel); if ($('.devsite-nav-responsive-tabs-panel + ' + '.devsite-nav-responsive-sidebar-panel').length) { devsite.expandLeftNav.openPanel(); } }; devsite.expandLeftNav.handleNavigationOpened = function (opt_noAnimate) { var mask; if (devsite.expandLeftNav.chekovEnabled_) { var nav = $('.devsite-nav-responsive'); if (opt_noAnimate) { nav.addClass('devsite-nav-responsive-no-animate'); mask = devsite.devsite.showSiteMask(0); } else { mask = devsite.devsite.showSiteMask(); } nav.addClass('devsite-nav-responsive-open'); } else { devsite.expandLeftNav.lastState_ = devsite.sticky.currentState; devsite.sticky.setState(devsite.sticky.state.COLLAPSED_HEADER); var headerHeight = devsite.sticky.getHeaderHeight() - devsite.sticky.desiredMargin; var drawerHeight = $(window).height() - headerHeight; mask = devsite.devsite.showArticleMask(); $('.devsite-section-nav-responsive').css({ 'height': drawerHeight, 'left': '0', 'top': headerHeight, 'visibility': 'visible' }).focus(); } $(mask).click(devsite.expandLeftNav.handleNavigationClosed); $(document).on('keydown.escape', function (e) { if (e.keyCode == $.ui.keyCode.ESCAPE) { devsite.expandLeftNav.handleNavigationClosed(); $(document).off('keydown.escape'); } }); }; devsite.expandLeftNav.getScrollTop = function () { return $(window).scrollTop(); }; devsite.expandLeftNav.handleNavigationClosed = function () { var nav; if (devsite.expandLeftNav.chekovEnabled_) { nav = $('.devsite-nav-responsive'); devsite.devsite.hideSiteMask(); nav.removeClass('devsite-nav-responsive-open ' + 'devsite-nav-responsive-no-animate'); } else { nav = $('.devsite-section-nav-responsive'); devsite.devsite.hideArticleMask(); devsite.sticky.setState(devsite.expandLeftNav.lastState_); nav .css('left', -(devsite.expandLeftNav.drawerWidth)) .one('transitionend', function () { nav.css('visibility', 'hidden'); }); } nav.scrollTop(0); }; devsite.expandLeftNav.openPanel = function () { var parentPanel = $('.devsite-nav-responsive-tabs-panel'); var childPanel = $('.devsite-nav-responsive-sidebar-panel'); childPanel.show(); parentPanel .addClass('devsite-nav-responsive-transition') .addClass('devsite-nav-responsive-transform') .one('transitionend', function () { childPanel .removeClass('devsite-nav-responsive-transition') 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