{"id":43327,"date":"2024-02-14T13:37:04","date_gmt":"2024-02-14T13:37:04","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=43327"},"modified":"2024-02-14T13:37:06","modified_gmt":"2024-02-14T13:37:06","slug":"what-is-apache-bench-and-use-cases-of-apache-bench","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/what-is-apache-bench-and-use-cases-of-apache-bench\/","title":{"rendered":"What is Apache Bench and use cases of Apache Bench?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">What is Apache Bench?<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"442\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-257.png\" alt=\"\" class=\"wp-image-43362\" style=\"width:572px;height:auto\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-257.png 771w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-257-300x172.png 300w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-257-768x440.png 768w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><figcaption class=\"wp-element-caption\"><strong><em>What is Apache Bench<\/em><\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p><strong>ApacheBench (ab)<\/strong> is a free and open-source command-line utility used for benchmarking web servers. It&#8217;s part of the Apache HTTP Server suite and is included in most Linux distributions by default. It allows you to measure the performance of web servers by simulating concurrent users making requests to a given URL.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Top 10 use cases of Apache Bench?<\/h2>\n\n\n\n<p>Here are some of the top 10 use cases of Apache Bench:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Performance testing:<\/strong> Apache Bench is primarily used to test the performance of web servers under load. You can simulate different numbers of concurrent users and requests to see how the server responds in terms of response time, throughput, and error rates.<\/li>\n\n\n\n<li><strong>Stress testing:<\/strong> By increasing the number of concurrent users and requests beyond the expected normal load, you can stress test the server to identify potential bottlenecks and scalability issues.<\/li>\n\n\n\n<li><strong>Comparison testing:<\/strong> You can compare the performance of different web servers or configurations by running Apache Bench tests on each one.<\/li>\n\n\n\n<li><strong>Debugging performance issues:<\/strong> If you&#8217;re experiencing performance problems with your web server, Apache Bench can help you identify the root cause by isolating the issue and measuring the impact of different changes.<\/li>\n\n\n\n<li><strong>Capacity planning:<\/strong> Apache Bench can help you estimate the amount of hardware and resources needed to handle your expected web traffic.<\/li>\n\n\n\n<li><strong>Performance optimization:<\/strong> By analyzing the results of Apache Bench tests, you can identify areas for improvement and optimize your web server configuration for better performance.<\/li>\n\n\n\n<li><strong>Monitoring server health:<\/strong> You can use Apache Bench to regularly monitor the performance of your web server and identify any potential problems early on.<\/li>\n\n\n\n<li><strong>Benchmarking new technologies:<\/strong> Apache Bench can be used to benchmark new web server technologies or configurations before deploying them in production.<\/li>\n\n\n\n<li><strong>Load testing APIs:<\/strong> Apache Bench can also be used to load test web APIs to ensure they can handle the expected traffic.<\/li>\n\n\n\n<li><strong>Website availability testing:<\/strong> You can use Apache Bench to test the availability of a website by sending regular requests and checking for responses.<\/li>\n<\/ol>\n\n\n\n<p>Apache Bench is a versatile tool that can be used for a variety of purposes. It&#8217;s a valuable asset for anyone who needs to measure and improve the performance of their web server.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What are the feature of Apache Bench ?<\/h2>\n\n\n\n<p><strong>ApacheBench (ab)<\/strong> is a powerful benchmarking tool that helps measure the performance of web servers by simulating a high volume of HTTP requests. Let\u2019s explore its features:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Open Source and Freely Available<\/strong>: ApacheBench is an <strong>open source<\/strong> software, which means it\u2019s <strong>freely accessible<\/strong> for anyone to use.<\/li>\n\n\n\n<li><strong>Command Line Simplicity<\/strong>: It operates through a <strong>simple command line interface<\/strong>, making it easy to use and integrate into your testing workflow.<\/li>\n\n\n\n<li><strong>Platform Independence<\/strong>: ApacheBench is <strong>platform-independent<\/strong>, meaning you can invoke it on both <strong>Linux\/Unix<\/strong> and <strong>Windows<\/strong> servers with equal ease.<\/li>\n\n\n\n<li><strong>HTTP\/HTTPS Load Testing<\/strong>: It specializes in conducting <strong>load and performance tests<\/strong> specifically for <strong>web servers<\/strong> supporting HTTP or HTTPS protocols.<\/li>\n\n\n\n<li><strong>Not Extensible<\/strong>: Keep in mind that ApacheBench is <strong>not extensible<\/strong>, but it serves its purpose effectively for web server performance evaluation.<\/li>\n<\/ol>\n\n\n\n<p>ApacheBench provides a straightforward way to assess how well your web server handles requests, helping you optimize your applications and infrastructure.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Apache Bench works and Architecture?<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"496\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-248.png\" alt=\"\" class=\"wp-image-43353\" style=\"width:536px;height:auto\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-248.png 700w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-248-300x213.png 300w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong><em>Apache Bench works and Architecture<\/em><\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p><strong>ApacheBench (ab)<\/strong> is a powerful benchmarking tool used to measure the performance of HTTP web servers. Let\u2019s delve into how it works and its architecture:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Purpose<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>Benchmarking<\/strong>: ApacheBench simulates a high volume of HTTP requests to assess how well a web server handles load.<\/li>\n\n\n\n<li>Originally designed for testing the <strong>Apache HTTP Server<\/strong>, it is generic enough to test any web server supporting <strong>HTTP\/1.0<\/strong> or <strong>HTTP\/1.1<\/strong> protocols.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>How It Works<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>HTTP Request Generation<\/strong>: ApacheBench sends varying amounts of <strong>HTTP requests<\/strong> to the web server.<\/li>\n\n\n\n<li><strong>Response Time Recording<\/strong>: It records the <strong>response times<\/strong> for each request.<\/li>\n\n\n\n<li><strong>Congestion Assessment<\/strong>: By analyzing response times, it determines how much <strong>congestion<\/strong> the server can handle before performance degrades.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Features<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>Command Line Interface<\/strong>: ApacheBench operates through a <strong>simple command line interface<\/strong>.<\/li>\n\n\n\n<li><strong>Options<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>-n (number)<\/code>: Specifies the number of requests to send.<\/li>\n\n\n\n<li><code>-t (timeout)<\/code>: Sets the duration (in seconds) for sending requests.<\/li>\n\n\n\n<li><code>-c (concurrent)<\/code>: Determines the number of simultaneous requests.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Example usage:  <\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">          <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">span<\/span> <span class=\"hljs-attr\">style<\/span>=<span class=\"hljs-string\">\"background-color: initial;font-family: inherit;font-size: inherit;color: initial\"<\/span>&gt;<\/span>ab -t 10 -n 10000 -c 100 http:\/\/hostname\/<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">span<\/span>&gt;<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>                   This command benchmarks the web server for 10 seconds, sending 10,000 total requests with    100 concurrent requests.<\/p>\n\n\n\n<p>   4. <strong>Considerations<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Firewall Impact<\/strong>: When a server receives thousands of requests rapidly, firewalls may interpret it as a <strong>denial of service attack<\/strong>. Use ApacheBench on a <strong>local network<\/strong> and test against controlled hosts.<\/li>\n\n\n\n<li><strong>Local Testing<\/strong>: It\u2019s recommended to test against hosts you control to avoid unintended consequences.<\/li>\n<\/ul>\n\n\n\n<p>ApacheBench provides a straightforward way to evaluate web server performance, helping optimize applications and infrastructure.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How to Install Apache Bench it?<\/h2>\n\n\n\n<p>To install <strong>Apache Bench (ab)<\/strong>, follow these steps based on your Linux distribution:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Ubuntu\/Debian<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Update the package database:<code>$ sudo apt-get update<\/code><\/li>\n\n\n\n<li>Install the <code>apache2-utils<\/code> package (which includes Apache Bench):<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">         <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">span<\/span> <span class=\"hljs-attr\">style<\/span>=<span class=\"hljs-string\">\"background-color: initial;font-family: inherit;font-size: inherit;color: initial\"<\/span>&gt;<\/span>$ sudo apt-get install apache2-utils<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">span<\/span>&gt;<\/span>                   <\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>    2. <strong>CentOS\/RHEL<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Update the package database (if needed):<code># dnf update<\/code><\/li>\n\n\n\n<li>Install the <code>httpd-tools<\/code> package (which includes Apache Bench):<code># dnf install httpd-tools<\/code><\/li>\n<\/ul>\n\n\n\n<p>Now you have Apache Bench installed and ready to use! \ud83d\ude80<\/p>\n\n\n\n<p>To utilize Apache Bench, run the following command:<\/p>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">     $ ab hostname\/\n<\/code><\/span><\/pre>\n\n\n<p>Remember that the trailing slash after the hostname\/IP address is necessary for Apache Bench to work correctly. You can customize your benchmark by adjusting options like <code>-n<\/code> (number of requests), <code>-t<\/code> (timeout duration), and <code>-c<\/code> (concurrent requests) to simulate realistic traffic for your web server. Happy benchmarking! \ud83d\udcca<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Basic Tutorials of Apache Bench: Getting Started<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249-1024x576.png\" alt=\"\" class=\"wp-image-43354\" style=\"width:610px;height:auto\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249-1024x576.png 1024w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249-300x169.png 300w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249-768x432.png 768w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249-1536x864.png 1536w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249-355x199.png 355w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2024\/02\/image-249.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><em>Basic Tutorials of Apache Bench<\/em><\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p>Now, Let\u2019s walk through the step-by-step process of installing and using <strong>Apache Bench (ab)<\/strong> on <strong>Red Hat Enterprise Linux 8<\/strong>. We\u2019ll also set up a basic web server to run some tests against.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Install Apache Bench<\/strong>:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Apache Bench is available in the base software sources after enabling subscription management repositories. To install it, open your terminal and run:<\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">          <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">span<\/span> <span class=\"hljs-attr\">style<\/span>=<span class=\"hljs-string\">\"background-color: initial;font-family: inherit;font-size: inherit;color: initial\"<\/span>&gt;<\/span>$ sudo dnf install httpd-tools<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">span<\/span>&gt;<\/span>             <\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Install Apache Webserver and Add Basic Content<\/strong>:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>To create a test environment, we\u2019ll install the <strong>Apache webserver<\/strong> along with <strong>PHP support<\/strong>:<\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">          <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">span<\/span> <span class=\"hljs-attr\">style<\/span>=<span class=\"hljs-string\">\"background-color: initial;font-family: inherit;font-size: inherit;color: initial\"<\/span>&gt;<\/span>$ sudo dnf install httpd php<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">span<\/span>&gt;<\/span>               <\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<ul class=\"wp-block-list\">\n<li>Next, let\u2019s add some basic content to our webserver:\n<ul class=\"wp-block-list\">\n<li>Create a static HTML page at <code>\/var\/www\/html\/index.html<\/code> with the following content:<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">         <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">html<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">head<\/span>&gt;<\/span>\n    <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">title<\/span>&gt;<\/span>Title of the webpage<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">title<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">head<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">body<\/span>&gt;<\/span>\n    <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">p<\/span>&gt;<\/span>This is a simple HTML page.<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">p<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">body<\/span>&gt;<\/span>\n<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">html<\/span>&gt;<\/span>\n                  <\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<ul class=\"wp-block-list\">\n<li>Additionally, create a PHP page at <code>\/var\/www\/html\/index.php<\/code> with the same content:<\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">      <span class=\"php\"><span class=\"hljs-meta\">&lt;?php<\/span>\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;html&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;head&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;title&gt;Title of the webpage&lt;\/title&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;\/head&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;body&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;p&gt;This is a simple HTML page.&lt;\/p&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;\/body&gt;\\n\"<\/span>;\n<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"&lt;\/html&gt;\\n\"<\/span>;\n<span class=\"hljs-meta\">?&gt;<\/span><\/span>\n          <\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Run Simple Tests with Apache Bench<\/strong>:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Now that we have our webserver set up, let\u2019s use Apache Bench to run some performance tests. Open your terminal and execute the following command:<\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">     <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">span<\/span> <span class=\"hljs-attr\">style<\/span>=<span class=\"hljs-string\">\"background-color: initial;font-family: inherit;font-size: inherit;color: initial\"<\/span>&gt;<\/span>$ ab http:\/\/localhost\/<span class=\"hljs-tag\">&lt;\/<span class=\"hljs-name\">span<\/span>&gt;<\/span>           <\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<ul class=\"wp-block-list\">\n<li>This command will send requests to the local webserver and provide you with response time metrics.<\/li>\n<\/ul>\n\n\n\n<p>Always remember that while simulated workloads won\u2019t exactly match real-world traffic, testing before production deployment is essential. Apache Bench can help identify bottlenecks and areas for optimization in your application. Happy benchmarking! \ud83d\ude80<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is Apache Bench? ApacheBench (ab) is a free and open-source command-line utility used for benchmarking web servers. It&#8217;s part of the Apache HTTP Server suite and is included in&#8230; <\/p>\n","protected":false},"author":41,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[2],"tags":[],"class_list":["post-43327","post","type-post","status-publish","format-standard","hentry","category-uncategorised"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/43327","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/41"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=43327"}],"version-history":[{"count":1,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/43327\/revisions"}],"predecessor-version":[{"id":43364,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/43327\/revisions\/43364"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=43327"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=43327"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=43327"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}