{"id":2058,"date":"2026-10-21T11:30:04","date_gmt":"2026-10-21T11:30:04","guid":{"rendered":"https:\/\/www.testwheel.com\/blog\/?p=2058"},"modified":"2026-10-21T11:31:35","modified_gmt":"2026-10-21T11:31:35","slug":"performance-testing-guide","status":"publish","type":"post","link":"https:\/\/www.testwheel.com\/blog\/performance-testing-guide\/","title":{"rendered":"Performance Testing:\u00a0Types, Metrics &amp; Process\u00a0Explained (2026 Guide)\u00a0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Picture launch day. Your team spent three months on a new feature, marketing sends the big email, and traffic jumps. Then pages start crawling, the checkout button spins forever, and support tickets pile up. Nothing in the code was wrong. The app just wasn&#8217;t ready for that many people at once.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That&#8217;s the situation performance testing is meant to prevent. It shows you how your software behaves when real traffic arrives, so you can fix the weak spots before your users find them.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In this guide, we&#8217;ll cover what performance testing is, the main types, why automating it pays off, how a test setup is put together, and the step-by-step process. We&#8217;ll also go through the metrics that matter, how cloud-based testing works, and what to look for in performance testing software. We keep the language simple and use examples throughout, so it works whether you&#8217;re new to QA or planning your next big release.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Quick answer:<\/strong> Performance testing is a type of non-functional software testing that checks how fast, stable, and scalable an application is under a given workload. It measures things like response time, throughput, and error rate so teams can find and fix bottlenecks before release.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Is_Performance_Testing\"><\/span><strong>What Is Performance Testing?<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Performance testing is the practice of putting an application under controlled, realistic load and measuring how it responds. Instead of asking &#8220;does this button work?&#8221;, you ask &#8220;does this button still work in under two seconds when 2,000 people click it at the same time?&#8221;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here&#8217;s a realistic example. A travel site is about to run a holiday sale and expects around 4,000 people searching and booking at the same time. The team simulates those 4,000 users in a load test and finds that search results take 9 seconds to appear, because one database query has no index. They add the index and run the same test again. Now 95% of searches finish in under 2 seconds. Nobody had to wait for the real sale to find that out.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Performance testing sits under non-functional testing, which looks at how a system behaves rather than what it does. Our guide to <a href=\"https:\/\/www.testwheel.com\/blog\/non-functional-testing\/\" target=\"_blank\" rel=\"noopener\">non-functional testing<\/a> covers the wider family, and if testing terms are new to you, our <a href=\"https:\/\/www.testwheel.com\/blog\/software-testing-basics-guide\/\" target=\"_blank\" rel=\"noopener\">software testing basics guide<\/a> is a good place to start. You&#8217;ll also hear the same idea called software performance testing or application performance testing. The wording changes from team to team, but the goal is the same: make sure the software holds up when it matters.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here&#8217;s how it differs from the functional testing most teams already do.<\/p>\n\n\n\n<style>\n.table-container {\n    overflow-x: auto;\n    margin: 30px 0;\n}\n\n.comparison-table {\n    width: 100%;\n    border-collapse: collapse;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.6;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table thead th {\n    background: #3567b1;\n    color: #fff;\n    font-weight: 700;\n    text-align: center;\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table tbody td {\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n    vertical-align: top;\n}\n\n.comparison-table tbody tr:nth-child(even) {\n    background: #f8f9fc;\n}\n\n.comparison-table tbody td:first-child {\n    font-weight: 600;\n    color: #1d3557;\n}\n\n@media (max-width: 768px) {\n    .comparison-table {\n        font-size: 14px;\n    }\n\n    .comparison-table th,\n    .comparison-table td {\n        padding: 12px;\n    }\n}\n<\/style>\n\n<div class=\"table-container\">\n\n<table class=\"comparison-table\">\n\n<thead>\n<tr>\n    <th>Aspect<\/th>\n    <th>Functional Testing<\/th>\n    <th>Performance Testing<\/th>\n<\/tr>\n<\/thead>\n\n<tbody>\n\n<tr>\n    <td>Main Question<\/td>\n    <td>Does it work correctly?<\/td>\n    <td>Does it work fast and stay stable under load?<\/td>\n<\/tr>\n\n<tr>\n    <td>Typical Check<\/td>\n    <td>A user can log in<\/td>\n    <td>5,000 users can log in at once in under 2 seconds<\/td>\n<\/tr>\n\n<tr>\n    <td>Typical Result<\/td>\n    <td>Pass or fail<\/td>\n    <td>Numbers such as response time, throughput, and error rate<\/td>\n<\/tr>\n\n<tr>\n    <td>How It&#8217;s Run<\/td>\n    <td>Manually or with automation<\/td>\n    <td>Almost always automated, using virtual users<\/td>\n<\/tr>\n\n<tr>\n    <td>When It Runs<\/td>\n    <td>Every build<\/td>\n    <td>Before releases, at key milestones, and regularly after that<\/td>\n<\/tr>\n\n<\/tbody>\n\n<\/table>\n\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Types_of_Performance_Testing\"><\/span><strong>Types of Performance Testing<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">There isn&#8217;t just one kind of performance test. Each type answers a different question about your system. These are the seven you&#8217;ll run into most often, with an example and a note on when to use each one.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Load Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Load testing checks how your system behaves under the traffic you expect on a normal or busy day. It&#8217;s the most common type, and usually the first one teams run.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> An online store expects 3,000 shoppers at once during a weekend sale. The team runs a test with 3,000 virtual users browsing, adding items to the cart, and checking out, then looks at response times and errors.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> Before major releases, before launching a new feature, and any time you need a baseline to compare future results against.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Stress Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Stress testing pushes the system past its expected limits to find the breaking point. It also shows how the system fails and whether it recovers cleanly afterward.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> The same store keeps adding users until pages start timing out. The team learns that things break at 7,500 users and, just as important, whether the site comes back on its own once traffic drops.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> Before big events, when you&#8217;re setting limits for capacity planning, and when you need to know whether the system fails safely without losing data.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Spike Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Spike testing simulates a sudden, sharp jump in traffic, then a drop. It&#8217;s different from stress testing because the point isn&#8217;t to keep climbing. It&#8217;s to see whether the system survives the surge and settles down afterward.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> A ticketing site sells out a concert in minutes. A spike test sends thousands of users to the same page within seconds to see what happens.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> Before flash sales, product launches, ticket drops, or any moment when a TV mention or social post could send traffic through the roof.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Endurance (Soak) Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Endurance testing runs a steady, realistic load for a long time, often many hours or even days. It&#8217;s how you find problems that only show up slowly, like memory leaks, growing database connections, or full disks.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> A banking app runs at normal load for 24 hours. Response times look fine in the first hour, but memory climbs steadily, and by hour 18 the app slows to a crawl.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> For systems that run around the clock, after fixing memory-related bugs, and before long-term deployments.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Scalability Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Scalability testing checks how performance changes as you add load or resources. Can you handle twice the traffic by adding twice the servers? Or does adding servers barely help because the database is the real limit?&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> A team tests at 1,000, 2,000, and 4,000 users, adding servers at each step, and tracks whether response times stay flat.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> Before architecture changes, when you set up auto-scaling in the cloud, and when you expect your user base to grow.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Volume Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Volume testing focuses on large amounts of data rather than large numbers of users. It checks whether the system stays fast when the database or files get big.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> A reporting tool is tested with five million records instead of the 50,000 used in development, to see whether searches and exports still finish in a reasonable time.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> After adding data-heavy features, before data migrations, and when tables, reports, or exports have been growing for a while.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>7. Capacity Testing<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Capacity testing finds the maximum load your system can handle while still meeting your targets. The answer feeds directly into planning: how many servers do we need, and when do we need more?&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Example:<\/strong> You keep raising the load until response times cross your two-second limit. The last level before that happens is your capacity.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>When to use it:<\/strong> During capacity planning, before growth campaigns, and on a regular schedule so you know how much headroom you really have.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Performance Testing Types at a Glance<\/strong>&nbsp;<\/h3>\n\n\n\n<style>\n.table-container {\n    overflow-x: auto;\n    margin: 30px 0;\n}\n\n.comparison-table {\n    width: 100%;\n    border-collapse: collapse;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.6;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table thead th {\n    background: #3567b1;\n    color: #ffffff;\n    font-weight: 700;\n    text-align: center;\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table tbody td {\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n    vertical-align: top;\n}\n\n.comparison-table tbody tr:nth-child(even) {\n    background: #f8f9fc;\n}\n\n.comparison-table tbody td:first-child {\n    font-weight: 600;\n    color: #1d3557;\n}\n\n@media (max-width: 768px) {\n    .comparison-table {\n        font-size: 14px;\n    }\n\n    .comparison-table th,\n    .comparison-table td {\n        padding: 12px;\n    }\n}\n<\/style>\n\n<div class=\"table-container\">\n    <table class=\"comparison-table\">\n        <thead>\n            <tr>\n                <th>Type<\/th>\n                <th>Question It Answers<\/th>\n                <th>Typical Load Pattern<\/th>\n                <th>Use It When<\/th>\n            <\/tr>\n        <\/thead>\n        <tbody>\n            <tr>\n                <td>Load<\/td>\n                <td>Can we handle expected traffic?<\/td>\n                <td>Steady, at the expected level<\/td>\n                <td>Before releases and as a baseline<\/td>\n            <\/tr>\n            <tr>\n                <td>Stress<\/td>\n                <td>Where does it break, and does it recover?<\/td>\n                <td>Rises past the limit<\/td>\n                <td>Before big events and for failure planning<\/td>\n            <\/tr>\n            <tr>\n                <td>Spike<\/td>\n                <td>Can we survive sudden surges?<\/td>\n                <td>Sharp jump, then drop<\/td>\n                <td>Before launches, sales, and ticket drops<\/td>\n            <\/tr>\n            <tr>\n                <td>Endurance<\/td>\n                <td>Does it stay healthy over time?<\/td>\n                <td>Steady load for hours or days<\/td>\n                <td>For always-on systems<\/td>\n            <\/tr>\n            <tr>\n                <td>Scalability<\/td>\n                <td>How does it grow with more load or resources?<\/td>\n                <td>Stepped increases<\/td>\n                <td>Before architecture changes or growth<\/td>\n            <\/tr>\n            <tr>\n                <td>Volume<\/td>\n                <td>Does large data slow it down?<\/td>\n                <td>Large data sets<\/td>\n                <td>After data-heavy changes and migrations<\/td>\n            <\/tr>\n            <tr>\n                <td>Capacity<\/td>\n                <td>What&#8217;s the most we can safely support?<\/td>\n                <td>Gradual increase until targets fail<\/td>\n                <td>During capacity planning<\/td>\n            <\/tr>\n        <\/tbody>\n    <\/table>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Want a deeper comparison of the three types people mix up most? Read our post on <a href=\"https:\/\/www.testwheel.com\/blog\/performance-testing-vs-load-testing-vs-stress-testing\/\" target=\"_blank\" rel=\"noopener\">performance testing vs load testing vs stress testing<\/a>.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Benefits_of_Automating_Performance_Testing\"><\/span><strong>Benefits of Automating Performance Testing<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You could try to test performance by hand, but it doesn&#8217;t really work. No team can get 5,000 people to click through checkout at the same moment. That&#8217;s why performance testing is almost always automated, and why automation brings so much with it.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>It Creates Load No Human Team Could<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Virtual users let you simulate thousands or even millions of visitors from a browser dashboard or a single machine. You get realistic crowds without hiring a crowd.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Results Are Repeatable<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The same script with the same load gives you a fair comparison between releases. If response times creep up by 20% after a change, you&#8217;ll see it clearly instead of guessing.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>It Fits Into CI\/CD<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Small performance checks can run on every build. A slow database query merged on Tuesday shows up on Tuesday, not on launch day. Our <a href=\"https:\/\/www.testwheel.com\/solutions\/devops-integrations\" target=\"_blank\" rel=\"noopener\">DevOps integration<\/a> page explains how testing connects to your pipeline.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Problems Show Up Earlier<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Bottlenecks found while the code is still fresh are far cheaper to fix than ones found in production, when customers are already affected and the team is firefighting.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>It Saves Time and Money<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Tests can run overnight or on a schedule without anyone watching, and you don&#8217;t need a room full of people to generate traffic. That frees your team to focus on analysis and fixes.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>You Get Data Instead of Opinions<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Charts and numbers settle arguments faster than &#8220;it feels slow.&#8221; When everyone looks at the same results, decisions get easier.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Teams Test More Often<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">When tests are cheap to run, teams run them more often, and that&#8217;s where most of the value comes from. Frequent small tests catch problems that a single big test before launch would miss.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Automation does come with one catch. Writing and maintaining scripts takes skill and time, which is why many teams look at no-code platforms that let QA staff build tests without programming. We&#8217;ll cover what to look for later in this guide.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Performance_Testing_Architecture\"><\/span><strong>Performance Testing Architecture<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Think of the architecture as the stage you build for the test. Whatever software you use, the setup usually has the same layers.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/claude.ai\/chat\/performance-testing-architecture.png\" target=\"_blank\" rel=\"noopener\">Performance testing architecture: controller, load generators, network, application stack, monitoring, and reports<\/a>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>The controller starts the test, load generators send virtual user traffic through the network to the application, and monitoring agents feed metrics into reports.<\/em>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here&#8217;s what each layer does.<\/p>\n\n\n\n<style>\n.table-container {\n    overflow-x: auto;\n    margin: 30px 0;\n}\n\n.comparison-table {\n    width: 100%;\n    border-collapse: collapse;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.6;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table thead th {\n    background: #3567b1;\n    color: #ffffff;\n    font-weight: 700;\n    text-align: center;\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table tbody td {\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n    vertical-align: top;\n}\n\n.comparison-table tbody tr:nth-child(even) {\n    background: #f8f9fc;\n}\n\n.comparison-table tbody td:first-child {\n    font-weight: 600;\n    color: #1d3557;\n}\n\n@media (max-width: 768px) {\n    .comparison-table {\n        font-size: 14px;\n    }\n\n    .comparison-table th,\n    .comparison-table td {\n        padding: 12px;\n    }\n}\n<\/style>\n\n<div class=\"table-container\">\n    <table class=\"comparison-table\">\n        <thead>\n            <tr>\n                <th>Layer<\/th>\n                <th>What It Does<\/th>\n            <\/tr>\n        <\/thead>\n        <tbody>\n            <tr>\n                <td>Test Controller<\/td>\n                <td>The brain of the test. It stores scenarios, starts and stops runs, and collects results.<\/td>\n            <\/tr>\n            <tr>\n                <td>Load Generators<\/td>\n                <td>Machines that create the virtual users and send requests. More generators mean more load.<\/td>\n            <\/tr>\n            <tr>\n                <td>Application Under Test<\/td>\n                <td>The system you&#8217;re testing: web servers, application servers, databases, caches, and any third-party services.<\/td>\n            <\/tr>\n            <tr>\n                <td>Test Environment and Data<\/td>\n                <td>The hardware, network, and data. These should mirror production as closely as you can manage.<\/td>\n            <\/tr>\n            <tr>\n                <td>Monitoring<\/td>\n                <td>Tracks server health (CPU, memory, disk, network) and application logs while the test runs.<\/td>\n            <\/tr>\n            <tr>\n                <td>Reporting and Analysis<\/td>\n                <td>Turns raw numbers into charts, trends, and pass or fail results.<\/td>\n            <\/tr>\n        <\/tbody>\n    <\/table>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Two practical notes are worth remembering. First, make sure your load generators never become the bottleneck themselves. If a generator&#8217;s CPU is maxed out, your results are measuring the generator, not your app. Second, where the generators sit matters. Generators in the same data center as your app skip real-world network delay, while generators in different regions show what users actually experience.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Components_of_a_Performance_Test\"><\/span><strong>Components of a Performance Test<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If architecture is the layout, components are the building blocks you configure inside each test. Getting these right is what separates a test that reflects reality from one that just produces numbers.<\/p>\n\n\n\n<style>\n.table-container {\n    overflow-x: auto;\n    margin: 30px 0;\n}\n\n.comparison-table {\n    width: 100%;\n    border-collapse: collapse;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.6;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table thead th {\n    background: #3567b1;\n    color: #ffffff;\n    font-weight: 700;\n    text-align: center;\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table tbody td {\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n    vertical-align: top;\n}\n\n.comparison-table tbody tr:nth-child(even) {\n    background: #f8f9fc;\n}\n\n.comparison-table tbody td:first-child {\n    font-weight: 600;\n    color: #1d3557;\n}\n\n@media (max-width: 768px) {\n    .comparison-table {\n        font-size: 14px;\n    }\n\n    .comparison-table th,\n    .comparison-table td {\n        padding: 12px;\n    }\n}\n<\/style>\n\n<div class=\"table-container\">\n    <table class=\"comparison-table\">\n        <thead>\n            <tr>\n                <th>Component<\/th>\n                <th>What It Is<\/th>\n                <th>Why It Matters<\/th>\n            <\/tr>\n        <\/thead>\n        <tbody>\n            <tr>\n                <td>Test Scenario<\/td>\n                <td>The user journey you simulate, such as search, add to cart, and pay.<\/td>\n                <td>Realistic journeys give meaningful results.<\/td>\n            <\/tr>\n            <tr>\n                <td>Virtual Users<\/td>\n                <td>The simulated people running the scenario.<\/td>\n                <td>Their number sets the load.<\/td>\n            <\/tr>\n            <tr>\n                <td>Ramp-up<\/td>\n                <td>How quickly virtual users are added.<\/td>\n                <td>A gradual climb shows where trouble starts, while an instant jump can cause false failures.<\/td>\n            <\/tr>\n            <tr>\n                <td>Think Time<\/td>\n                <td>The pause between actions, like a person reading a page.<\/td>\n                <td>Real people don&#8217;t click instantly, so leaving this out inflates the load unrealistically.<\/td>\n            <\/tr>\n            <tr>\n                <td>Test Data<\/td>\n                <td>Accounts, products, search terms, and so on.<\/td>\n                <td>Using one account for every user can give misleadingly good results because of caching.<\/td>\n            <\/tr>\n            <tr>\n                <td>Assertions<\/td>\n                <td>Rules that confirm a response is actually correct.<\/td>\n                <td>A fast but wrong response isn&#8217;t a pass.<\/td>\n            <\/tr>\n            <tr>\n                <td>Duration<\/td>\n                <td>How long the load is held.<\/td>\n                <td>Needed for endurance tests and to let the system settle after ramp-up.<\/td>\n            <\/tr>\n            <tr>\n                <td>Workload Model<\/td>\n                <td>The mix of scenarios, such as 70% browsing, 20% search, 10% checkout.<\/td>\n                <td>Mirrors how real traffic behaves.<\/td>\n            <\/tr>\n        <\/tbody>\n    <\/table>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Performance_Testing_Process_7_Steps\"><\/span><strong>Performance Testing Process: 7 Steps<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A good performance test isn&#8217;t just &#8220;run a tool and see what happens.&#8221; Here&#8217;s a process that works for most teams.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 1: Set Clear Goals<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Start with one question: what does &#8220;good enough&#8221; mean? Turn it into numbers. For example: &#8220;Checkout responds in under 2 seconds for 95% of users when 2,000 people are online, and fewer than 1% of requests fail.&#8221;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Your targets can come from business needs, service level agreements, past incidents, or competitor expectations. Without them, you can&#8217;t say whether a result is good or bad.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 2: Prepare the Test Environment<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Set up an environment that&#8217;s as close to production as you can get. Use similar hardware, configuration, and data volumes. If your test environment is smaller than production, scale your numbers carefully and be honest about what the results can and can&#8217;t prove. Switch on monitoring so you can see server health during the run.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 3: Design Scenarios and the Workload<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Use real data to decide what to test. Your analytics and server logs tell you your busiest hours, your most visited pages, and the journeys that matter most. Turn that into a workload model, such as 60% browsing, 25% search, and 15% checkout.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 4: Create Scripts and Test Data<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Build the scenarios, either by recording a real journey or by writing the steps. Add realistic data, so each virtual user logs in with a different account and searches for different things. Add assertions so a fast error page doesn&#8217;t count as success. If your system is API-heavy, our guide to <a href=\"https:\/\/www.testwheel.com\/blog\/api-testing-strategies\/\" target=\"_blank\" rel=\"noopener\">API testing strategies<\/a> helps you decide what to cover.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 5: Run the Tests<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Begin with a baseline run at light load to confirm the scripts work. Then ramp up gradually toward your target, and run the types of test that match your goals: load first, then stress, spike, or endurance. Watch the results live where you can.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 6: Monitor and Analyze<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Compare the numbers against your goals, and look beyond averages. Check percentiles like p95 and p99, because they show what your slowest users experience. Line up response times with server metrics to find the cause. Is CPU high? Is the database slow? Is a third-party service holding everything up?&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 7: Fix, Retest, and Report<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Fix one thing at a time, then run the same test again so you know what actually helped. Share the results in plain language, and keep this run as the baseline for the next release.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>A Practical Test Plan You Can Copy<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Here&#8217;s what a simple plan for an online store&#8217;s checkout might look like. The numbers are examples, so swap in your own.<\/p>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\"><\/div>\n\n\n\n<style>\n.table-container {\n    overflow-x: auto;\n    margin: 30px 0;\n}\n\n.comparison-table {\n    width: 100%;\n    border-collapse: collapse;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.6;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table thead th {\n    background: #3567b1;\n    color: #ffffff;\n    font-weight: 700;\n    text-align: center;\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n}\n\n.comparison-table tbody td {\n    padding: 16px;\n    border: 1px solid #d9e2ef;\n    vertical-align: top;\n}\n\n.comparison-table tbody tr:nth-child(even) {\n    background: #f8f9fc;\n}\n\n.comparison-table tbody td:first-child {\n    font-weight: 600;\n    color: #1d3557;\n}\n\n@media (max-width: 768px) {\n    .comparison-table {\n        font-size: 14px;\n    }\n\n    .comparison-table th,\n    .comparison-table td {\n        padding: 12px;\n    }\n}\n<\/style>\n\n<div class=\"table-container\">\n    <table class=\"comparison-table\">\n        <thead>\n            <tr>\n                <th>Plan Item<\/th>\n                <th>Example<\/th>\n            <\/tr>\n        <\/thead>\n        <tbody>\n            <tr>\n                <td>Goal<\/td>\n                <td>95% of checkout requests finish in 2 seconds or less.<\/td>\n            <\/tr>\n            <tr>\n                <td>Environment<\/td>\n                <td>Staging, sized as close to production as possible.<\/td>\n            <\/tr>\n            <tr>\n                <td>Peak Load<\/td>\n                <td>2,000 concurrent users.<\/td>\n            <\/tr>\n            <tr>\n                <td>Workload Mix<\/td>\n                <td>60% browsing, 25% search, 15% checkout.<\/td>\n            <\/tr>\n            <tr>\n                <td>Ramp-up<\/td>\n                <td>10 minutes.<\/td>\n            <\/tr>\n            <tr>\n                <td>Hold Time<\/td>\n                <td>30 minutes at peak.<\/td>\n            <\/tr>\n            <tr>\n                <td>Test Data<\/td>\n                <td>2,000 unique test accounts, no real customer data.<\/td>\n            <\/tr>\n            <tr>\n                <td>Pass Criteria<\/td>\n                <td>p95 at or under 2 seconds, error rate under 1%, app server CPU under 80%.<\/td>\n            <\/tr>\n            <tr>\n                <td>Monitoring<\/td>\n                <td>App server CPU and memory, database slow queries, third-party API times.<\/td>\n            <\/tr>\n        <\/tbody>\n    <\/table>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">And here&#8217;s the same plan written as a simple configuration. This isn&#8217;t the format of any one product. Every tool has its own way of entering these settings, but you&#8217;ll find the same ideas in all of them.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">test: checkout-load-test&nbsp;<br>environment: staging &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;# mirrors production sizing as closely as possible&nbsp;<br>base_url: https:\/\/staging.example.com&nbsp;<br>&nbsp;<br>workload: &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;# based on analytics from your peak hour&nbsp;<br>&nbsp;&#8211; scenario: browse&nbsp;<br>&nbsp;&nbsp;&nbsp;share_percent: 60&nbsp;<br>&nbsp;&#8211; scenario: search&nbsp;<br>&nbsp;&nbsp;&nbsp;share_percent: 25&nbsp;<br>&nbsp;&#8211; scenario: checkout&nbsp;<br>&nbsp;&nbsp;&nbsp;share_percent: 15&nbsp;<br>&nbsp;<br>load_profile:&nbsp;<br>&nbsp;ramp_up_minutes: 10&nbsp;<br>&nbsp;peak_virtual_users: 2000&nbsp;<br>&nbsp;hold_minutes: 30&nbsp;<br>&nbsp;ramp_down_minutes: 5&nbsp;<br>&nbsp;<br>user_behavior:&nbsp;<br>&nbsp;think_time_seconds: 3-7 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;# pause between actions, like a real person&nbsp;<br>&nbsp;unique_test_accounts: 2000&nbsp;<br>&nbsp;<br>pass_criteria:&nbsp;<br>&nbsp;p95_response_ms: 2000&nbsp;<br>&nbsp;p99_response_ms: 4000&nbsp;<br>&nbsp;error_rate_percent: 1&nbsp;<br>&nbsp;app_server_cpu_percent: 80&nbsp;<br>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Before you add any load, do a quick single-user check from the command line. If one request is already slow with one user, 2,000 users won&#8217;t make it better, so fix the basics first.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"># One request, one user: your baseline before adding load&nbsp;<br>curl -o \/dev\/null -s -w &#8220;Time to first byte: %{time_starttransfer}s\\nTotal time: %{time_total}s\\nStatus: %{http_code}\\n&#8221; https:\/\/staging.example.com\/checkout&nbsp;<br>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A handy rule of thumb for sizing tests is Little&#8217;s Law: the number of requests in the system at once equals the arrival rate multiplied by the average time each request spends there. If your site receives 100 requests per second and each takes half a second, about 50 requests are in flight at any moment.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Advantages_of_Performance_Testing\"><\/span><strong>Advantages of Performance Testing<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Why spend time on it at all? Because the cost of slow or failing software is usually far bigger than the cost of testing.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It finds bottlenecks before users do. Slow queries, memory leaks, and overloaded servers show up in a test instead of in a support queue.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It protects revenue and reputation. People leave slow sites, and a crash on your biggest day is hard to undo.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It improves user experience. Speed and responsiveness are part of how people judge your product. They also feed into Core Web Vitals, which Google uses as one of many page experience signals.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It supports capacity planning. You&#8217;ll know how much load you can handle today and when you&#8217;ll need more servers, which stops you from guessing.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It can lower infrastructure costs. When you know your real limits, you can size your servers properly instead of overbuying &#8220;just in case.&#8221;&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It validates service level agreements. If you&#8217;ve promised customers a response time or uptime, testing is how you prove you can keep that promise.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It reduces launch risk. Big events, migrations, and new features become far less stressful when you&#8217;ve already seen how the system behaves.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It builds a history. Results from release to release show whether performance is getting better or quietly getting worse.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cloud-Based_Performance_Testing\"><\/span><strong>Cloud-Based Performance Testing<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud-based performance testing means generating the load from cloud servers instead of machines you own. You start a test from a dashboard, the platform spins up as many load generators as you need, and it shuts them down when the test ends.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>When Cloud Testing Is a Good Fit<\/strong>&nbsp;<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>You need serious scale.<\/strong> Need 50,000 virtual users for a launch? Cloud capacity is far easier than buying hardware that sits idle the rest of the year.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>You test occasionally.<\/strong> If you run big tests a few times a month, paying only while tests run is cheaper than owning the equipment.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Your users are spread around the world.<\/strong> You can send traffic from different regions to see what people in other countries experience.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>You want to start quickly.<\/strong> There&#8217;s no hardware to build, install, or maintain.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Several teams need the results.<\/strong> Everything lives in one place, so developers, testers, and managers see the same data.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Limitations to Know About<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud testing is a great fit for most teams, but it&#8217;s not perfect for every situation.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data and compliance.<\/strong> Test traffic travels over the internet. Never use real customer data, and check your rules if you work with regulated information.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Private systems.<\/strong> Apps behind a firewall or VPN may need allowlisted IP addresses or a secure tunnel. Fully internal systems are sometimes easier to test from inside your own network.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Network noise in your results.<\/strong> If your load generators are far from your servers, the extra delay comes from the internet, not your app. Pick regions that match your users and compare like with like.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cost on very long tests.<\/strong> Endurance tests and huge loads can add up, so check how usage is billed.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Less control.<\/strong> You rely on the provider&#8217;s capacity and configuration, so ask about limits and how many tests can run at once.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Real third-party services.<\/strong> Test traffic can hit payment gateways or email providers and cause charges or rate limits. Use sandbox accounts wherever you can.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Cloud vs On-Premises at a Glance<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Factor<\/strong>&nbsp;<\/td><td><strong>Cloud-based<\/strong>&nbsp;<\/td><td><strong>On-premises<\/strong>&nbsp;<\/td><\/tr><tr><td>Setup time&nbsp;<\/td><td>Minutes to hours&nbsp;<\/td><td>Days to weeks&nbsp;<\/td><\/tr><tr><td>Scaling&nbsp;<\/td><td>Add capacity on demand&nbsp;<\/td><td>Limited by the hardware you own&nbsp;<\/td><\/tr><tr><td>Cost model&nbsp;<\/td><td>Pay as you use&nbsp;<\/td><td>Upfront hardware and upkeep&nbsp;<\/td><\/tr><tr><td>Geographic reach&nbsp;<\/td><td>Multiple regions&nbsp;<\/td><td>Usually one location&nbsp;<\/td><\/tr><tr><td>Maintenance&nbsp;<\/td><td>Handled by the provider&nbsp;<\/td><td>Handled by your team&nbsp;<\/td><\/tr><tr><td>Control over data and network&nbsp;<\/td><td>Depends on the provider and your setup&nbsp;<\/td><td>Full control&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>How TestWheel Handles It<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TestWheel&#8217;s <a href=\"https:\/\/www.testwheel.com\/platform\/performance-testing\" target=\"_blank\" rel=\"noopener\">performance and load testing<\/a> runs in the cloud. You choose your application, set the number of users and loops, pick the HTTP request types (GET, POST, PUT, DELETE, and more), and start the test. According to the platform page, there are no artificial limits on users or loops, and the reports cover throughput, error rates, and responsiveness. It&#8217;s no-code, so QA teams without scripting backgrounds can run tests too, and it supports CI\/CD integration and SSO for enterprise teams. You can try it with the 14-day free trial, with no credit card needed.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Right_Time_to_Conduct_Performance_Testing\"><\/span><strong>Right Time to Conduct Performance Testing<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The short answer: earlier and more often than most teams do. Plenty of teams save performance testing for the week before launch, and that&#8217;s the most stressful and expensive time to find a problem.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Moment<\/strong>&nbsp;<\/td><td><strong>What to test<\/strong>&nbsp;<\/td><td><strong>Why it matters<\/strong>&nbsp;<\/td><\/tr><tr><td>During development&nbsp;<\/td><td>Individual APIs, queries, and components&nbsp;<\/td><td>Slow code is cheapest to fix when it&#8217;s new. Our guide to <a href=\"https:\/\/www.testwheel.com\/blog\/shift-left-testing-practical-guide\/\" target=\"_blank\" rel=\"noopener\">shift left testing<\/a> explains this approach.&nbsp;<\/td><\/tr><tr><td>Before each major release&nbsp;<\/td><td>Load and baseline comparison&nbsp;<\/td><td>Confirms the release isn&#8217;t slower than the last one&nbsp;<\/td><\/tr><tr><td>Before known traffic events&nbsp;<\/td><td>Spike and stress&nbsp;<\/td><td>Sales, launches, and campaigns can multiply traffic overnight&nbsp;<\/td><\/tr><tr><td>After infrastructure changes&nbsp;<\/td><td>Load and capacity&nbsp;<\/td><td>Cloud migrations, new databases, and server upgrades can change performance in surprising ways&nbsp;<\/td><\/tr><tr><td>After a big new feature&nbsp;<\/td><td>Load and endurance&nbsp;<\/td><td>New code often brings new bottlenecks&nbsp;<\/td><\/tr><tr><td>Regularly in CI\/CD&nbsp;<\/td><td>Small automated checks&nbsp;<\/td><td>Catches slowdowns as they&#8217;re introduced&nbsp;<\/td><\/tr><tr><td>When monitoring or users show trouble&nbsp;<\/td><td>Targeted diagnostic tests&nbsp;<\/td><td>Helps you reproduce and understand a problem you&#8217;ve already seen&nbsp;<\/td><\/tr><tr><td>Before growing your user base&nbsp;<\/td><td>Capacity and scalability&nbsp;<\/td><td>Tells you how far you can go before you need more resources&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Performance_Testing_Measures_Metrics\"><\/span><strong>Performance Testing Measures (Metrics)<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Metrics turn &#8220;it feels slow&#8221; into something you can act on. These are the numbers most teams track.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Metric<\/strong>&nbsp;<\/td><td><strong>What it tells you<\/strong>&nbsp;<\/td><td><strong>Example target<\/strong>&nbsp;<\/td><\/tr><tr><td>Response time&nbsp;<\/td><td>How long a request takes from start to finish&nbsp;<\/td><td>95% of requests in 2 seconds or less&nbsp;<\/td><\/tr><tr><td>Percentiles (p90, p95, p99)&nbsp;<\/td><td>What your slowest users experience&nbsp;<\/td><td>p95 at 2 seconds, p99 at 4 seconds&nbsp;<\/td><\/tr><tr><td>Latency or time to first byte&nbsp;<\/td><td>The delay before the first data arrives&nbsp;<\/td><td>Under a few hundred milliseconds&nbsp;<\/td><\/tr><tr><td>Throughput&nbsp;<\/td><td>Requests or transactions handled per second&nbsp;<\/td><td>At or above your peak requirement&nbsp;<\/td><\/tr><tr><td>Error rate&nbsp;<\/td><td>The share of requests that fail&nbsp;<\/td><td>Under 1%&nbsp;<\/td><\/tr><tr><td>Concurrent users&nbsp;<\/td><td>How many users are active at the same time&nbsp;<\/td><td>Matches your expected peak&nbsp;<\/td><\/tr><tr><td>CPU utilization&nbsp;<\/td><td>How hard the processors are working&nbsp;<\/td><td>Below about 70 to 80% at peak&nbsp;<\/td><\/tr><tr><td>Memory utilization&nbsp;<\/td><td>RAM use, and whether it keeps climbing&nbsp;<\/td><td>Stable, with no steady upward drift&nbsp;<\/td><\/tr><tr><td>Disk and network I\/O&nbsp;<\/td><td>Read and write activity and bandwidth&nbsp;<\/td><td>No saturation&nbsp;<\/td><\/tr><tr><td>Database metrics&nbsp;<\/td><td>Query time, connections, and locks&nbsp;<\/td><td>No slow queries at peak&nbsp;<\/td><\/tr><tr><td>Recovery time&nbsp;<\/td><td>How long the system takes to return to normal after a spike&nbsp;<\/td><td>Back to normal within minutes&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">These example targets aren&#8217;t universal rules. Set yours based on your own users, business needs, and service level agreements.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>One Worked Example: Average, p95, p99, Throughput, and Error Rate<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Percentiles, throughput, and error rate sound abstract until you see them on real numbers. So let&#8217;s use one small test. It sends 100 requests in 10 seconds. Here&#8217;s what came back.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Result<\/strong>&nbsp;<\/td><td><strong>Number of requests<\/strong>&nbsp;<\/td><td><strong>Response time<\/strong>&nbsp;<\/td><\/tr><tr><td>Fast&nbsp;<\/td><td>90&nbsp;<\/td><td>1 second&nbsp;<\/td><\/tr><tr><td>A little slow&nbsp;<\/td><td>5&nbsp;<\/td><td>2 seconds&nbsp;<\/td><\/tr><tr><td>Slow&nbsp;<\/td><td>3&nbsp;<\/td><td>6 seconds&nbsp;<\/td><\/tr><tr><td>Very slow&nbsp;<\/td><td>2&nbsp;<\/td><td>20 seconds&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Four of the 100 requests also came back with errors. Now let&#8217;s work out each metric.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Average response time:<\/strong> (90 \u00d7 1 + 5 \u00d7 2 + 3 \u00d7 6 + 2 \u00d7 20) divided by 100 = 158 divided by 100 = 1.58 seconds. That looks perfectly healthy.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>p95:<\/strong> Line up all 100 requests from fastest to slowest. The 95th one took 2 seconds, so 95% of requests finished in 2 seconds or less.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>p99:<\/strong> The 99th request took 20 seconds. That means 1 in every 100 users waited 20 seconds, and they&#8217;re the ones who write the angry reviews.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Throughput:<\/strong> 100 requests divided by 10 seconds = 10 requests per second.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Error rate:<\/strong> 4 failed requests divided by 100 total requests, times 100 = 4%.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Now compare the results with the targets from our test plan.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Metric<\/strong>&nbsp;<\/td><td><strong>Result<\/strong>&nbsp;<\/td><td><strong>Target<\/strong>&nbsp;<\/td><td><strong>Verdict<\/strong>&nbsp;<\/td><\/tr><tr><td>Average response time&nbsp;<\/td><td>1.58 seconds&nbsp;<\/td><td>No target set&nbsp;<\/td><td>Looks fine, but doesn&#8217;t tell the full story&nbsp;<\/td><\/tr><tr><td>p95&nbsp;<\/td><td>2 seconds&nbsp;<\/td><td>2 seconds or less&nbsp;<\/td><td>Pass, just barely&nbsp;<\/td><\/tr><tr><td>p99&nbsp;<\/td><td>20 seconds&nbsp;<\/td><td>4 seconds or less&nbsp;<\/td><td>Fail&nbsp;<\/td><\/tr><tr><td>Error rate&nbsp;<\/td><td>4%&nbsp;<\/td><td>Under 1%&nbsp;<\/td><td>Fail&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">If you&#8217;d only looked at the average, you&#8217;d have called this test a success. The percentiles and error rate show that it isn&#8217;t. That&#8217;s why experienced testers rarely trust an average on its own.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For front-end speed, Google publishes its own &#8220;good&#8221; thresholds for Core Web Vitals, measured at the 75th percentile of real visits: Largest Contentful Paint within 2.5 seconds, Interaction to Next Paint under 200 milliseconds, and Cumulative Layout Shift under 0.1. These describe real-user page experience rather than server load, but they&#8217;re worth tracking alongside your load test results.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Performance_Testing_Attributes\"><\/span><strong>Performance Testing Attributes<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Metrics are the numbers. Attributes are the qualities those numbers describe. The international quality standard ISO\/IEC 25010 groups them under &#8220;performance efficiency,&#8221; which covers time behavior, resource use, and capacity. In practice, teams usually look at the following.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Attribute<\/strong>&nbsp;<\/td><td><strong>The question it answers<\/strong>&nbsp;<\/td><td><strong>How you check it<\/strong>&nbsp;<\/td><\/tr><tr><td>Speed&nbsp;<\/td><td>How quickly does it respond?&nbsp;<\/td><td>Response time and page load time&nbsp;<\/td><\/tr><tr><td>Scalability&nbsp;<\/td><td>Can it grow with demand?&nbsp;<\/td><td>Scalability and capacity tests&nbsp;<\/td><\/tr><tr><td>Stability&nbsp;<\/td><td>Does it stay up and consistent under load?&nbsp;<\/td><td>Stress and endurance tests, error rate&nbsp;<\/td><\/tr><tr><td>Responsiveness&nbsp;<\/td><td>Does it feel instant to users?&nbsp;<\/td><td>Interaction delay and time to first byte&nbsp;<\/td><\/tr><tr><td>Reliability&nbsp;<\/td><td>Does it keep working over time without failures?&nbsp;<\/td><td>Soak tests and failure rates&nbsp;<\/td><\/tr><tr><td>Resource usage&nbsp;<\/td><td>Does it use CPU, memory, and bandwidth sensibly?&nbsp;<\/td><td>Server monitoring during tests&nbsp;<\/td><\/tr><tr><td>Capacity&nbsp;<\/td><td>What&#8217;s the most it can handle within targets?&nbsp;<\/td><td>Capacity tests&nbsp;<\/td><\/tr><tr><td>Recoverability&nbsp;<\/td><td>Can it bounce back after being overloaded?&nbsp;<\/td><td>Recovery time after stress or spike tests&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_to_Look_For_in_Performance_Testing_Software\"><\/span><strong>What to Look For in Performance Testing Software<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The right performance testing software depends on your team&#8217;s skills, your budget, and what you&#8217;re testing. Rather than start with a long list of products, start with the questions that matter. This checklist works with any option you&#8217;re considering.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>What to check<\/strong>&nbsp;<\/td><td><strong>Questions to ask<\/strong>&nbsp;<\/td><td><strong>Why it matters<\/strong>&nbsp;<\/td><\/tr><tr><td>Skills required&nbsp;<\/td><td>Does it need scripting, or can QA build tests without code?&nbsp;<\/td><td>It decides who on your team can own performance testing&nbsp;<\/td><\/tr><tr><td>Load and scale&nbsp;<\/td><td>How many virtual users and loops can it run, and are there limits?&nbsp;<\/td><td>The tool has to reach your peak load, with headroom&nbsp;<\/td><\/tr><tr><td>Test types&nbsp;<\/td><td>Can it run load, stress, spike, and endurance tests?&nbsp;<\/td><td>You&#8217;ll need more than one type over time&nbsp;<\/td><\/tr><tr><td>Request types&nbsp;<\/td><td>Does it support the HTTP methods and APIs your app uses?&nbsp;<\/td><td>The test must match how your app really communicates&nbsp;<\/td><\/tr><tr><td>Geography&nbsp;<\/td><td>Can it send load from different regions?&nbsp;<\/td><td>Real users aren&#8217;t all in one place&nbsp;<\/td><\/tr><tr><td>Pipeline fit&nbsp;<\/td><td>Does it connect to CI\/CD and your bug tracker?&nbsp;<\/td><td>Tests that live outside your workflow rarely get run&nbsp;<\/td><\/tr><tr><td>Reporting&nbsp;<\/td><td>Does it show percentiles, error breakdowns, and trends over time?&nbsp;<\/td><td>You need results people can act on&nbsp;<\/td><\/tr><tr><td>Data and security&nbsp;<\/td><td>How does it handle test data, access, and SSO?&nbsp;<\/td><td>Protects customer data and meets company rules&nbsp;<\/td><\/tr><tr><td>Total cost&nbsp;<\/td><td>What do licenses, infrastructure, setup time, and learning time add up to?&nbsp;<\/td><td>The sticker price is rarely the real price&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">One tip: treat any big claim, like &#8220;unlimited users,&#8221; as something to test. Run a trial on your own application at the load you actually need, and see whether the results match your expectations.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Common_Performance_Testing_Mistakes_to_Avoid\"><\/span><strong>Common Performance Testing Mistakes to Avoid<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Even good teams trip over the same things. Watch for these.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Testing too late, when there&#8217;s no time to fix what you find.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Using a test environment that looks nothing like production, then trusting the numbers anyway.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Skipping think time, which makes virtual users far more aggressive than real people.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Judging only by averages and missing the slowest users.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Using the same test data for every user, so caching hides real problems.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Forgetting third-party services such as payment gateways and email providers, which can be your real bottleneck.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Not monitoring the servers, so you see that something is slow but never learn why.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Running a test once and never comparing it with the next release.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Teams_Use_TestWheel_for_Performance_Testing\"><\/span><strong>Why Teams Use TestWheel for Performance Testing<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If you&#8217;d like to run performance tests without writing scripts, here&#8217;s why TestWheel is worth a look. It&#8217;s a cloud-based, no-code platform, so your QA team can set up load tests in minutes by choosing the application, users, loops, and request types. There are <a href=\"https:\/\/www.testwheel.com\/platform\/performance-testing\" target=\"_blank\" rel=\"noopener\">performance testing<\/a> features for load and transaction tests, plus reporting on throughput, error rates, and responsiveness.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It also fits into the way teams already work. <a href=\"https:\/\/www.testwheel.com\/solutions\/devops-integrations\" target=\"_blank\" rel=\"noopener\">DevOps and CI\/CD integrations<\/a> connect testing to your pipeline, and you can run functional and performance checks on the same platform, including <a href=\"https:\/\/www.testwheel.com\/platform\/web-testing\" target=\"_blank\" rel=\"noopener\">web<\/a>, <a href=\"https:\/\/www.testwheel.com\/platform\/api-testing\" target=\"_blank\" rel=\"noopener\">API<\/a>, and <a href=\"https:\/\/www.testwheel.com\/platform\/mobile-testing\" target=\"_blank\" rel=\"noopener\">mobile<\/a> testing. For teams that want AI to help with test creation, the <a href=\"https:\/\/www.testwheel.com\/solutions\/ai-test-automation\" target=\"_blank\" rel=\"noopener\">AI test automation<\/a> solution turns manual test cases into automated scripts. You can see how it all works on the <a href=\"https:\/\/www.testwheel.com\/how-it-works\" target=\"_blank\" rel=\"noopener\">How It Works<\/a> page.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>Conclusion<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Performance testing is how you find out whether your software can handle real life before real life finds out for you. It covers far more than checking page speed: load, stress, spike, endurance, scalability, volume, and capacity each answer a different question. A solid process, realistic scenarios, the right metrics, and regular testing turn those answers into releases you can trust.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you remember only three things, make them these. Set clear targets before you test. Test earlier and more often than feels necessary. And judge results by percentiles and error rates, not just averages.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When you&#8217;re ready to try it on your own application, you can <a href=\"https:\/\/app.testwheel.com\/signup\" target=\"_blank\" rel=\"noopener\">start a free trial<\/a>, <a href=\"https:\/\/www.testwheel.com\/request-demo\" target=\"_blank\" rel=\"noopener\">schedule a demo<\/a>, or keep learning on the <a href=\"https:\/\/www.testwheel.com\/blog\" target=\"_blank\" rel=\"noopener\">TestWheel blog<\/a>.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQs_for_Performance_Testing\"><\/span><strong>FAQs<\/strong> for Performance Testing<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-1&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-1-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-1\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">1. What is performance testing in software testing?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-1\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-1-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">It&#8217;s the part of non-functional testing that measures how an application behaves under load. The question it answers is simple: how much can this system handle, and what breaks first? You get numbers, like response times and error rates, instead of a plain pass or fail.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-2&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-2-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-2\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">2. Is performance testing the same as load testing?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-2\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-2-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">No. Performance testing is the umbrella term, and load testing is one type under it. Stress, spike, endurance, scalability, volume, and capacity testing sit under the same umbrella, and each one asks a different question.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-3&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-3-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-3\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">3. How many virtual users should I test with?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-3\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-3-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Start from real data, not a guess. Check your analytics for your peak number of concurrent users, then test at that level and at 1.5 to 2 times that level to leave headroom. If you&#8217;re launching something new, use your marketing forecast and test a higher number to be safe.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-4&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-4-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-4\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">4. How long should a performance test run?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-4\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-4-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">For a load test, plan for a ramp-up period and then 20 to 60 minutes at peak load, so results have time to settle. Endurance tests run much longer, often 4 to 24 hours or more, because they&#8217;re hunting for slow problems like memory leaks.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-5&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-5-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-5\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">5. What is a good response time?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-5\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-5-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">There&#8217;s no single answer, because it depends on your users and what they&#8217;re doing. Many teams aim for page loads within about 2 seconds and API calls within a few hundred milliseconds. Set your own targets from your service level agreements and real user expectations, then measure p95 and p99, not just the average.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-6&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-6-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-6\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">6. Can I run performance tests in production?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-6\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-6-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">It&#8217;s best to avoid heavy tests in production, because they can slow things down for real customers. A staging environment that mirrors production is safer. If you do test in production, keep the load low, choose quiet hours, use synthetic data, and have a way to stop the test instantly.&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-7&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-7-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-7\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">7. How often should I run performance tests?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-7\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-7-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Run a full baseline test before each major release, small automated checks in your CI\/CD pipeline, and bigger spike or stress tests before known traffic events. Also retest after infrastructure changes such as migrations or server upgrades.&nbsp;<\/p>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-8&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-8-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-8\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">8. Do I need coding skills to <strong>do<\/strong> <strong>performance testing?<\/strong><\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-8\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-8-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Not always. Some approaches need scripting, but no-code platforms let QA teams set up load tests by choosing the application, users, and request types. You do still need to understand the basics, like workload models, think time, and percentiles, because those decide whether your results mean anything.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-9&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-9-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-9\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">9. What&#8217;s the difference between performance testing and performance monitoring?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-9\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-9-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Performance testing is a planned experiment, run before release with simulated users. Performance monitoring watches real users in production, all the time. Testing tells you what might happen, and monitoring tells you what is happening, so you&#8217;ll want both.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-10&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-10-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-10\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">10. <strong>What are the most common performance bottlenecks?<\/strong><\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\"><\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-10\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-10-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">The usual suspects are slow or missing database indexes, memory leaks, exhausted connection or thread pools, slow third-party services, oversized images and scripts, and overloaded network links. Server monitoring during the test helps you find which one you&#8217;ve hit.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What is performance testing in software testing?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"It's the part of non-functional testing that measures how an application behaves under load. The question it answers is simple: how much can this system handle, and what breaks first? 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The app just wasn&#8217;t ready for that many people at once.&nbsp; That&#8217;s the situation performance [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":2056,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_members_access_role":[],"_members_access_error":""},"categories":[14],"tags":[],"class_list":["post-2058","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-performance-testing"],"author_name":"Kanagaraj VS","author_url":"https:\/\/www.testwheel.com\/blog\/author\/kanagaraj\/","_links":{"self":[{"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/posts\/2058","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/comments?post=2058"}],"version-history":[{"count":1,"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/posts\/2058\/revisions"}],"predecessor-version":[{"id":2059,"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/posts\/2058\/revisions\/2059"}],"wp:attachment":[{"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/media?parent=2058"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/categories?post=2058"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.testwheel.com\/blog\/wp-json\/wp\/v2\/tags?post=2058"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}