{"id":30956,"date":"2025-10-20T05:11:12","date_gmt":"2025-10-20T09:11:12","guid":{"rendered":"https:\/\/www.h2kinfosys.com\/blog\/?p=30956"},"modified":"2025-10-20T05:59:43","modified_gmt":"2025-10-20T09:59:43","slug":"how-do-ai-and-selenium-work-together-in-agile-testing","status":"publish","type":"post","link":"https:\/\/www.h2kinfosys.com\/blog\/how-do-ai-and-selenium-work-together-in-agile-testing\/","title":{"rendered":"How Do AI and Selenium Work Together in Agile Testing?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>Agile development has transformed how software is built, tested, and delivered. It emphasizes fast iterations, continuous delivery, and shorter release cycles. This approach puts immense pressure on quality assurance (QA) teams to test quickly, accurately, and frequently. Traditional testing methods often fall short.<\/p>\n\n\n\n<p>Enter Selenium the most popular open-source tool for web application automation. And now, Artificial Intelligence (AI) is changing the game by making Selenium even more powerful, adaptive, and agile-friendly.<\/p>\n\n\n\n<p>In this blog, we explore how <strong>AI and Selenium<\/strong> work together to make agile testing smarter, faster, and more reliable. You\u2019ll get hands-on insights, step-by-step explanations, and real-world examples. Whether you&#8217;re a QA engineer, a tester, or someone planning to take a <a href=\"https:\/\/www.h2kinfosys.com\/courses\/selenium-automation-testing-certification-course\/\" data-type=\"link\" data-id=\"https:\/\/www.h2kinfosys.com\/courses\/selenium-automation-testing-certification-course\/\">Selenium certification<\/a> course or <strong>Selenium course online<\/strong>, this post will guide you in mastering modern test automation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Agile Testing Challenge<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Agile-Testing-Challenges-1024x549.webp\" alt=\"\" class=\"wp-image-30958\" title=\"\" srcset=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Agile-Testing-Challenges-1024x549.webp 1024w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Agile-Testing-Challenges-300x161.webp 300w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Agile-Testing-Challenges-768x411.webp 768w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Agile-Testing-Challenges.webp 1385w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Agile development works in short cycles, often releasing new features every 1-2 weeks. With every update, testers must ensure that the application still works flawlessly. This includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Verifying new functionality<\/li>\n\n\n\n<li>Retesting old features (regression)<\/li>\n\n\n\n<li>Identifying UI issues<\/li>\n\n\n\n<li>Catching performance bottlenecks<\/li>\n<\/ul>\n\n\n\n<p>Manual testing in such a fast-paced setup is time-consuming and error-prone. That\u2019s why Selenium has become a core tool in agile test automation. But even Selenium has its challenges.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What Is Selenium and Why It\u2019s Essential<\/h2>\n\n\n\n<p>Selenium is a browser automation tool used to simulate user interactions with web pages. It supports multiple programming languages (like Java, Python, and C#), browsers, and platforms.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Benefits of Selenium:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open-source and widely supported<\/li>\n\n\n\n<li>Cross-browser and cross-platform<\/li>\n\n\n\n<li>Language-independent<\/li>\n\n\n\n<li>Integrates with testing frameworks like TestNG, JUnit<\/li>\n\n\n\n<li>Supports CI\/CD tools like Jenkins and GitLab<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Challenges of Selenium in Agile:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High maintenance due to UI changes<\/li>\n\n\n\n<li>Fragile test scripts when element locators change<\/li>\n\n\n\n<li>No in-built visual validation<\/li>\n\n\n\n<li>Time-consuming test script creation<\/li>\n\n\n\n<li>Doesn\u2019t prioritize tests intelligently<\/li>\n<\/ul>\n\n\n\n<p>This is where <strong>AI and Selenium<\/strong> integration brings a big impact.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How AI Enhances Selenium in Agile Testing<\/h2>\n\n\n\n<p>Artificial Intelligence introduces machine learning and predictive algorithms to make Selenium smarter and more efficient. Let\u2019s explore key ways <strong>AI and Selenium<\/strong> combine to solve common agile testing problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Self-Healing Test Scripts<\/h3>\n\n\n\n<p><strong>Problem:<\/strong><br>In agile projects, the UI often changes button IDs, input field names, or layout structures may change weekly. When this happens, Selenium scripts break.<\/p>\n\n\n\n<p><strong>AI Solution:<\/strong><br>AI-powered automation frameworks use visual recognition and element similarity algorithms to &#8220;heal&#8221; broken test scripts by finding alternative elements if the original is missing.<\/p>\n\n\n\n<p><strong>Example:<\/strong><br>Your Selenium script tries to click a login button:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">driver.findElement(By.id(\"loginBtn\")).click();\n<\/pre>\n\n\n\n<p>After a UI update, the ID changes to &#8220;submitLogin&#8221;. Traditional Selenium fails. But with AI, the framework recognizes the context, finds the correct button, and proceeds without human intervention.<\/p>\n\n\n\n<p><strong>Agile Benefit:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cuts down script maintenance<\/li>\n\n\n\n<li>Keeps pipelines green<\/li>\n\n\n\n<li>Saves time for developers and testers<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI-Based Test Case Generation<\/h3>\n\n\n\n<p><strong>Problem:<\/strong><br>Writing test scripts from scratch takes time, especially in agile where features change frequently.<\/p>\n\n\n\n<p><strong>AI Solution:<\/strong><br>AI can analyze user stories, screen flows, and historical defects to automatically generate Selenium test scripts.<\/p>\n\n\n\n<p><strong>Example Workflow:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI scans a user story: \u201cUser logs in and views dashboard\u201d<\/li>\n\n\n\n<li>It identifies necessary actions and auto-generates a test: <code>driver.findElement(By.id(\"username\")).sendKeys(\"user1\"); driver.findElement(By.id(\"password\")).sendKeys(\"pass123\"); driver.findElement(By.id(\"loginBtn\")).click(); Assert.assertTrue(driver.getPageSource().contains(\"Welcome\"));<\/code><\/li>\n<\/ul>\n\n\n\n<p><strong>Agile Benefit:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rapid test creation<\/li>\n\n\n\n<li>Better test coverage<\/li>\n\n\n\n<li>Less human effort<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Predictive Test Execution<\/h3>\n\n\n\n<p><strong>Problem:<\/strong><br>Running the full Selenium test suite for every code change is time-consuming and inefficient.<\/p>\n\n\n\n<p><strong>AI Solution:<\/strong><br>AI prioritizes tests based on code changes, recent failures, and risk areas. It decides which tests are critical and which can be skipped or deferred.<\/p>\n\n\n\n<p><strong>Agile Benefit:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Faster feedback<\/li>\n\n\n\n<li>Saves compute resources<\/li>\n\n\n\n<li>Shortens CI\/CD cycles<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Visual Testing with AI<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"335\" height=\"150\" src=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/images-2.jpeg\" alt=\"\" class=\"wp-image-30959\" style=\"width:715px;height:auto\" title=\"\" srcset=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/images-2.jpeg 335w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/images-2-300x134.jpeg 300w\" sizes=\"(max-width: 335px) 100vw, 335px\" \/><\/figure>\n\n\n\n<p><strong>Problem:<\/strong><br>Selenium verifies element functionality but not how they visually appear. A misaligned button or broken layout may go unnoticed.<\/p>\n\n\n\n<p><strong>AI Solution:<\/strong><br>AI-powered visual testing tools integrate with Selenium to detect visual issues by comparing screenshots with baseline images.<\/p>\n\n\n\n<p><strong>Example:<\/strong><br>After a code push, AI detects that the login button overlaps with the logo. The test fails, even though Selenium would have passed it functionally.<\/p>\n\n\n\n<p><strong>Agile Benefit:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UI consistency<\/li>\n\n\n\n<li>Better user experience<\/li>\n\n\n\n<li>Early detection of visual bugs<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Natural Language Test Creation<\/h3>\n\n\n\n<p><strong>Problem:<\/strong><br>Non-technical testers may struggle to write code-based Selenium tests.<\/p>\n\n\n\n<p><strong>AI Solution:<\/strong><br>With NLP (Natural Language Processing), AI can convert plain English instructions into executable Selenium scripts.<\/p>\n\n\n\n<p><strong>Example Input:<\/strong><br>\u201cCheck that the user can search for \u2018shoes\u2019 and see results.\u201d<\/p>\n\n\n\n<p><strong>AI Output:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">driver.find_element(By.name(\"search\")).send_keys(\"shoes\")\ndriver.find_element(By.id(\"searchBtn\")).click()\nassert \"Shoes\" in driver.page_source\n<\/pre>\n\n\n\n<p><strong>Agile Benefit:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Empowers business\/test analysts<\/li>\n\n\n\n<li>Encourages collaboration<\/li>\n\n\n\n<li>Reduces skill barrier<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Real-World Use Case: AI + Selenium in E-commerce Agile Testing<\/h2>\n\n\n\n<p>Let\u2019s take an e-commerce company as a practical example.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Scenario:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Weekly sprints<\/li>\n\n\n\n<li>Web application with changing UI<\/li>\n\n\n\n<li>3,000 Selenium test cases<\/li>\n\n\n\n<li>20-person <a href=\"https:\/\/www.mediawiki.org\/wiki\/Quality_Assurance\" data-type=\"link\" data-id=\"https:\/\/www.mediawiki.org\/wiki\/Quality_Assurance\" rel=\"nofollow noopener\" target=\"_blank\">QA<\/a> team<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Problem Faced:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>400+ tests failed each week due to UI changes<\/li>\n\n\n\n<li>Test suite took 6 hours to run<\/li>\n\n\n\n<li>Test maintenance consumed 40% of the QA team\u2019s time<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Solution Implemented:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integrated AI for self-healing test cases<\/li>\n\n\n\n<li>Adopted AI-based test prioritization<\/li>\n\n\n\n<li>Introduced visual testing for UI validations<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Results After 2 Months:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test maintenance reduced by 60%<\/li>\n\n\n\n<li>Suite runtime dropped to 3 hours<\/li>\n\n\n\n<li>More bugs caught during sprint testing<\/li>\n\n\n\n<li>QA team focused on strategic testing<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Why AI and Selenium Integration Is the Future<\/h2>\n\n\n\n<p>With software evolving rapidly and digital experiences becoming more complex, the combination of <strong>AI and Selenium<\/strong> is essential to keep up.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Benefits at a Glance:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Adaptability:<\/strong> AI helps Selenium tests adjust to UI and code changes<\/li>\n\n\n\n<li><strong>Speed:<\/strong> AI accelerates test generation and execution<\/li>\n\n\n\n<li><strong>Stability:<\/strong> Reduces flaky test results<\/li>\n\n\n\n<li><strong>Coverage:<\/strong> Increases visual and functional test coverage<\/li>\n\n\n\n<li><strong>Productivity:<\/strong> Frees up testers for high-value tasks<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How to Learn and Apply This in Your Career<\/h2>\n\n\n\n<p>If you&#8217;re a tester, developer, or beginner, the best way to master these concepts is to enroll in a comprehensive <strong>Selenium certification course<\/strong> or <strong>Selenium course online<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What to Look for in a Course:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Covers Selenium fundamentals (WebDriver, locators, waits)<\/li>\n\n\n\n<li>Teaches Page Object Model, data-driven frameworks<\/li>\n\n\n\n<li>Includes real-world projects and test case automation<\/li>\n\n\n\n<li>Demonstrates AI-powered tools like self-healing and visual testing<\/li>\n\n\n\n<li>Integrates Selenium with Jenkins, Git, and <a href=\"https:\/\/www.h2kinfosys.com\/blog\/ci-cd-tools-jenkins-github-actions-codepipeline\/\" data-type=\"link\" data-id=\"https:\/\/www.h2kinfosys.com\/blog\/ci-cd-tools-jenkins-github-actions-codepipeline\/\">CI\/CD<\/a> workflows<\/li>\n\n\n\n<li>Offers hands-on practice and certification<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Hands-On Tip: Sample AI + Selenium Test Framework<\/h2>\n\n\n\n<p>Here\u2019s how you can build a basic test that mimics self-healing:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">public class SmartLocator {\n    public static WebElement findElement(WebDriver driver, String id, String backupXpath) {\n        try {\n            return driver.findElement(By.id(id));\n        } catch (NoSuchElementException e) {\n            return driver.findElement(By.xpath(backupXpath));\n        }\n    }\n}\n\n\/\/ Usage\nWebElement loginBtn = SmartLocator.findElement(driver, \"loginBtn\", \"\/\/button[contains(text(),'Login')]\");\nloginBtn.click();\n<\/pre>\n\n\n\n<p>This is a simplified version of what AI-based frameworks do under the hood. A <strong>Selenium course online<\/strong> will teach you to extend this into full automation frameworks.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Agile Test Flow Using AI and Selenium<\/h2>\n\n\n\n<p>Here\u2019s what a typical agile sprint looks like with AI + Selenium:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Agile Phase<\/th><th>Activity with AI + Selenium<\/th><\/tr><\/thead><tbody><tr><td>Sprint Planning<\/td><td>AI analyzes new features, suggests tests<\/td><\/tr><tr><td>Development<\/td><td>Selenium tests are created alongside code<\/td><\/tr><tr><td>CI\/CD Integration<\/td><td>Predictive test selection reduces runtime<\/td><\/tr><tr><td>Testing<\/td><td>Self-healing tests reduce breakages<\/td><\/tr><tr><td>Release<\/td><td>Visual testing ensures UI consistency<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Best Practices for Integrating AI and Selenium<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"611\" src=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Top-20-AI-Testing-Tools-in-2025-1024x611.webp\" alt=\"\" class=\"wp-image-30961\" title=\"\" srcset=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Top-20-AI-Testing-Tools-in-2025-1024x611.webp 1024w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Top-20-AI-Testing-Tools-in-2025-300x179.webp 300w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Top-20-AI-Testing-Tools-in-2025-768x459.webp 768w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2025\/10\/Top-20-AI-Testing-Tools-in-2025.webp 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Use Page Object Model (POM):<\/strong> Makes it easier to plug in AI tools<\/li>\n\n\n\n<li><strong>Log locator failures:<\/strong> Train your AI to learn from test failures<\/li>\n\n\n\n<li><strong>Baseline visual tests:<\/strong> Use consistent environments for screenshots<\/li>\n\n\n\n<li><strong>Keep tests atomic:<\/strong> Easier for AI to understand and heal failures<\/li>\n\n\n\n<li><strong>Measure results:<\/strong> Track reduced failures, improved speed, and fewer flaky tests<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Common Pitfalls to Avoid<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Overreliance on AI:<\/strong> Human oversight is still crucial<\/li>\n\n\n\n<li><strong>Ignoring framework design:<\/strong> Bad test architecture can limit AI benefits<\/li>\n\n\n\n<li><strong>Lack of data for AI:<\/strong> The more test history AI has, the better it performs<\/li>\n\n\n\n<li><strong>Skipping training:<\/strong> Teams need to upskill to use AI-powered tools effectively<\/li>\n\n\n\n<li><strong>No metrics:<\/strong> You can\u2019t improve what you don\u2019t measure<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Final Thoughts<\/h2>\n\n\n\n<p>The combination of <strong>AI and Selenium<\/strong> is revolutionizing the way we approach test automation \u2014 especially in agile environments. It offers resilience against rapid UI changes, saves time, reduces maintenance, and increases test coverage.<\/p>\n\n\n\n<p>If you&#8217;re planning to stay relevant in QA and automation, learning how AI enhances Selenium is critical. And the best way to do that? Take a <strong>Selenium certification course<\/strong> or <strong>Selenium course online<\/strong> that includes real-world projects, frameworks, and AI-powered testing strategies.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Takeaways<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agile testing demands fast, reliable, and adaptable automation<\/li>\n\n\n\n<li>Selenium is the backbone of web test automation but needs AI to scale in agile setups<\/li>\n\n\n\n<li>AI adds self-healing, visual validation, and intelligent test generation to Selenium<\/li>\n\n\n\n<li>Real-world use cases show reduced maintenance, faster feedback, and better UI coverage<\/li>\n\n\n\n<li>Upskill now with a Selenium certification course to future-proof your career<\/li>\n<\/ul>\n\n\n\n<p>Want to lead the future of automation testing?<br>Enroll in H2K Infosys\u2019s Selenium certification course or <a href=\"https:\/\/www.h2kinfosys.com\/courses\/selenium-automation-testing-certification-course\/\" data-type=\"link\" data-id=\"https:\/\/www.h2kinfosys.com\/courses\/selenium-automation-testing-certification-course\/\">Selenium course<\/a> online today. Learn how to combine AI and Selenium for high-performing agile testing, and unlock new opportunities in your QA career.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Agile development has transformed how software is built, tested, and delivered. It emphasizes fast iterations, continuous delivery, and shorter release cycles. This approach puts immense pressure on quality assurance (QA) teams to test quickly, accurately, and frequently. Traditional testing methods often fall short. Enter Selenium the most popular open-source tool for web application automation. [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":30968,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[43],"tags":[],"class_list":["post-30956","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-selenium-tutorials"],"_links":{"self":[{"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts\/30956","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/comments?post=30956"}],"version-history":[{"count":3,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts\/30956\/revisions"}],"predecessor-version":[{"id":30962,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts\/30956\/revisions\/30962"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/media\/30968"}],"wp:attachment":[{"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/media?parent=30956"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/categories?post=30956"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/tags?post=30956"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}