{"id":9680,"date":"2024-05-24T21:44:00","date_gmt":"2024-05-25T01:44:00","guid":{"rendered":"https:\/\/www.h2kinfosys.com\/blog\/?p=9680"},"modified":"2026-01-08T02:26:37","modified_gmt":"2026-01-08T07:26:37","slug":"ad-hoc-testing","status":"publish","type":"post","link":"https:\/\/www.h2kinfosys.com\/blog\/ad-hoc-testing\/","title":{"rendered":"Ad-Hoc Testing"},"content":{"rendered":"\n<p>In the structured world of software testing, where detailed test plans, cases, and scripts dominate, <strong>Ad-Hoc Testing<\/strong> emerges as a refreshing yet powerful approach. It\u2019s spontaneous, unscripted, and often the secret weapon of skilled testers who trust their instincts and experience to uncover elusive defects that formal testing may overlook.<\/p>\n\n\n\n<p>This blog explores the concept of Ad-Hoc Testing, its importance, techniques, advantages, and how learners in <strong><a href=\"https:\/\/www.h2kinfosys.com\/courses\/qa-online-training-course-details\/\">QA testing courses<\/a><\/strong> can master this intuitive testing art to stand out as smart, result-driven QA professionals.<\/p>\n\n\n\n<p>Understanding the principles of Ad-Hoc Testing is crucial for any aspiring QA professional.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"658\" height=\"340\" src=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-9.png\" alt=\"\" class=\"wp-image-33943\" title=\"\" srcset=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-9.png 658w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-9-300x155.png 300w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-9-150x78.png 150w\" sizes=\"(max-width: 658px) 100vw, 658px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">What Is Ad-Hoc Testing?<\/h2>\n\n\n\n<p>Ad-Hoc Testing is an informal, unplanned, and exploratory testing method where the tester attempts to break the system without following predefined documentation or scripts. The term \u201cAd-Hoc\u201d literally means <em>\u201cfor this purpose\u201d<\/em>, implying that the tester performs random tests based on intuition, product knowledge, and previous experiences.<\/p>\n\n\n\n<p>Instead of methodical test case execution, testers in Ad-Hoc mode rely on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Their understanding of the application<\/li>\n\n\n\n<li>Logical reasoning about likely problem areas<\/li>\n\n\n\n<li>Creativity to simulate unexpected user behaviors<\/li>\n<\/ul>\n\n\n\n<p>Despite being informal, this testing type is extremely effective in finding critical bugs quickly, especially in the later stages of development or when time constraints make formal testing impractical.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Ad-Hoc Testing Matters in QA<\/h2>\n\n\n\n<p>In a perfect world, every bug would be caught through planned test cases. But in reality, unexpected user behavior, overlooked edge cases, and time limitations make <strong>Ad-Hoc Testing<\/strong> indispensable.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Reasons It\u2019s Important:<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Uncovers Hidden Bugs<\/strong> \u2013 Ad-Hoc Testing often exposes defects that structured testing misses, especially in complex user flows.<\/li>\n\n\n\n<li><strong>Saves Time<\/strong> \u2013 When deadlines loom, testers can focus on critical paths without writing extensive test cases.<\/li>\n\n\n\n<li><strong>Improves Tester Expertise<\/strong> \u2013 It develops deep product intuition and enhances analytical skills.<\/li>\n\n\n\n<li><strong>Increases Software Robustness<\/strong> \u2013 Random, real-world usage patterns simulate how end-users actually interact with the application.<\/li>\n<\/ol>\n\n\n\n<p>Professionals trained through <strong>Quality assurance testing courses<\/strong> often learn how to balance structured and unstructured testing approaches, enabling them to identify vulnerabilities quickly and effectively.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Characteristics<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Characteristic<\/th><th>Description<\/th><\/tr><\/thead><tbody><tr><td><strong>Unplanned<\/strong><\/td><td>No formal documentation or scripts are prepared.<\/td><\/tr><tr><td><strong>Creative<\/strong><\/td><td>Testers rely on their curiosity and imagination.<\/td><\/tr><tr><td><strong>Experience-Based<\/strong><\/td><td>Heavily depends on tester knowledge and intuition.<\/td><\/tr><tr><td><strong>Flexible<\/strong><\/td><td>Can be applied at any stage of testing.<\/td><\/tr><tr><td><strong>Focused<\/strong><\/td><td>Often targeted at critical or error-prone areas.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>In advanced <strong>QA software testing courses<\/strong>, instructors often emphasize that Ad-Hoc Testing isn\u2019t about randomness; it\u2019s about <em>intelligent spontaneity<\/em>. Skilled testers know where to look and what to probe based on prior test runs and domain experience.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Types<\/h2>\n\n\n\n<p>Even though Ad-Hoc Testing lacks formal structure, professionals have <a href=\"https:\/\/en.wikipedia.org\/wiki\/Wikipedia:Categorization\" rel=\"nofollow noopener\" target=\"_blank\">categorized<\/a> it into distinct types for better understanding.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"602\" height=\"376\" src=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-10.png\" alt=\"\" class=\"wp-image-33945\" style=\"aspect-ratio:1.601088808544238;width:579px;height:auto\" title=\"\" srcset=\"https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-10.png 602w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-10-300x187.png 300w, https:\/\/www.h2kinfosys.com\/blog\/wp-content\/uploads\/2024\/05\/image-10-150x94.png 150w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Buddy Testing<\/strong><\/h3>\n\n\n\n<p>This involves collaboration between two teammates, typically a developer and a tester. Both work together on the same module to identify potential defects.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Benefit:<\/strong> Immediate feedback and knowledge exchange.<\/li>\n\n\n\n<li><strong>Use Case:<\/strong> Ideal during integration or before major releases.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Pair Testing<\/strong><\/h3>\n\n\n\n<p>Similar to buddy testing, but here two testers work together on a single feature. They share ideas, one executes while the other observes, and together they document findings informally.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Benefit:<\/strong> Enhanced coverage and creativity.<\/li>\n\n\n\n<li><strong>Use Case:<\/strong> Effective for complex modules with multiple user flows.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Monkey Testing<\/strong><\/h3>\n\n\n\n<p>This is pure randomness. Testers act like \u201cmonkeys,\u201d clicking buttons and entering data without logic.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Benefit:<\/strong> Helps uncover stability or crash issues.<\/li>\n\n\n\n<li><strong>Use Case:<\/strong> Stress testing, mobile applications, or games.<\/li>\n<\/ul>\n\n\n\n<p>Students learning in <strong>Quality assurance testing courses<\/strong> often practice all three to sharpen their adaptability and critical thinking.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">When Should You Perform Ad-Hoc Testing?<\/h2>\n\n\n\n<p>Ad-Hoc Testing isn\u2019t a substitute for formal testing; it\u2019s a complementary technique. Here are the ideal situations where it shines:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Before product release to ensure no unexpected behavior remains.<\/li>\n\n\n\n<li>When there\u2019s limited time, useful in rapid release cycles.<\/li>\n\n\n\n<li>After formal test completion to explore overlooked scenarios.<\/li>\n\n\n\n<li>For new testers to learn an application\u2019s behavior and gain insights.<\/li>\n<\/ul>\n\n\n\n<p>Even top companies encourage their testers to perform at least one Ad-Hoc Testing session per sprint, ensuring exploratory coverage that traditional regression suites can\u2019t always guarantee.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How to Perform Ad-Hoc Testing Effectively<\/h2>\n\n\n\n<p>Although it\u2019s informal, performing Ad-Hoc Testing effectively requires strategy, preparation, and focus.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Understand the Application Deeply<\/strong><\/h3>\n\n\n\n<p>Before you begin, understand:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The system\u2019s purpose<\/li>\n\n\n\n<li>Key functionalities and dependencies<\/li>\n\n\n\n<li>Common user workflows<\/li>\n<\/ul>\n\n\n\n<p>A deep understanding ensures meaningful test coverage even without documentation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Focus on High-Risk Areas<\/strong><\/h3>\n\n\n\n<p>Prioritize modules that:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Frequently change<\/li>\n\n\n\n<li>Have complex integrations<\/li>\n\n\n\n<li>Previously contained bugs<\/li>\n<\/ul>\n\n\n\n<p>Testers trained in <strong>QA software testing courses<\/strong> are taught risk-based prioritization, a skill essential for impactful Ad-Hoc Testing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Use Session-Based Exploration<\/strong><\/h3>\n\n\n\n<p>Allocate fixed time slots (e.g., 60 minutes per module) and document your findings afterward. This combines structure with flexibility.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>Record Findings Clearly<\/strong><\/h3>\n\n\n\n<p>Even though formal documentation isn\u2019t required, testers should note:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Steps taken to reproduce the issue<\/li>\n\n\n\n<li>Screenshots or logs<\/li>\n\n\n\n<li>Observed vs. expected behavior<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>Collaborate with Developers<\/strong><\/h3>\n\n\n\n<p>Immediate feedback helps developers fix defects quickly, and both parties gain better understanding of the system.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Tools That Support<\/h2>\n\n\n\n<p>While Ad-Hoc Testing itself is unscripted, testers often use lightweight tools to enhance effectiveness:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tool<\/th><th>Purpose<\/th><\/tr><\/thead><tbody><tr><td><strong>Jira \/ Bugzilla<\/strong><\/td><td>Record and track discovered defects.<\/td><\/tr><tr><td><strong>Screen Recording Tools<\/strong><\/td><td>Capture user actions for bug reproduction.<\/td><\/tr><tr><td><strong>Postman<\/strong><\/td><td>For Ad-Hoc API testing.<\/td><\/tr><tr><td><strong>Browser Developer Tools<\/strong><\/td><td>Debugging UI or performance issues.<\/td><\/tr><tr><td><strong>Log Analyzers<\/strong><\/td><td>Detect backend exceptions or hidden failures.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>These tools are introduced early in most <strong>Quality assurance testing courses<\/strong>, helping learners transition smoothly from manual to semi-automated exploratory testing.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Skills You Need for Successful Ad-Hoc Testing<\/h2>\n\n\n\n<p>Performing Ad-Hoc Testing well is a skill built on knowledge, curiosity, and intuition. A few essential traits include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Strong Domain Understanding:<\/strong> Knowing how the product should behave.<\/li>\n\n\n\n<li><strong>Curiosity and Creativity:<\/strong> Trying out unexpected user actions.<\/li>\n\n\n\n<li><strong>Analytical Mindset:<\/strong> Spotting inconsistencies quickly.<\/li>\n\n\n\n<li><strong>Technical Awareness:<\/strong> Understanding UI, APIs, and databases.<\/li>\n\n\n\n<li><strong>Communication:<\/strong> Reporting defects clearly.<\/li>\n<\/ul>\n\n\n\n<p>Professionals who develop these skills through <strong>QA software testing courses<\/strong> find it easier to combine structured and unstructured approaches for maximum bug detection.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Advantages of Ad-Hoc Testing<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Cost-Effective<\/strong> \u2013 No test documentation means reduced setup time.<\/li>\n\n\n\n<li><strong>Quick Bug Discovery<\/strong> \u2013 Ideal for last-minute sanity checks.<\/li>\n\n\n\n<li><strong>Enhances Tester Knowledge<\/strong> \u2013 Encourages deep product exploration.<\/li>\n\n\n\n<li><strong>Improves Collaboration<\/strong> \u2013 Encourages open communication within teams.<\/li>\n\n\n\n<li><strong>Real-World Coverage<\/strong> \u2013 Mimics how actual users interact with software.<\/li>\n<\/ol>\n\n\n\n<p>Ad-Hoc Testing offers a refreshing break from repetitive test case execution, giving testers autonomy to follow their instincts and discover issues proactively.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Disadvantages and Challenges<\/h2>\n\n\n\n<p>Despite its usefulness, Ad-Hoc Testing isn\u2019t without limitations:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lack of Documentation:<\/strong> Makes bug replication difficult.<\/li>\n\n\n\n<li><strong>No Traceability:<\/strong> Hard to track coverage or progress.<\/li>\n\n\n\n<li><strong>Dependent on Tester Skill:<\/strong> Inexperienced testers may miss critical paths.<\/li>\n\n\n\n<li><strong>Not Suitable for Large Teams:<\/strong> Difficult to manage in collaborative environments.<\/li>\n<\/ul>\n\n\n\n<p>To overcome these drawbacks, many organizations blend Ad-Hoc Testing with formal methods, encouraging testers trained via <strong>Quality assurance testing courses<\/strong> to perform <strong>session-based exploratory testing<\/strong> for accountability and balance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ad-Hoc Testing vs. Exploratory Testing<\/h2>\n\n\n\n<p>Although both are informal, there\u2019s a key difference between <strong>Ad-Hoc<\/strong> and <strong>Exploratory Testing<\/strong>:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Aspect<\/th><th>Ad-Hoc Testing<\/th><th>Exploratory Testing<\/th><\/tr><\/thead><tbody><tr><td><strong>Documentation<\/strong><\/td><td>No planning or documentation.<\/td><td>Minimal documentation; structured learning.<\/td><\/tr><tr><td><strong>Approach<\/strong><\/td><td>Random, experience-based.<\/td><td>Simultaneous test design and execution.<\/td><\/tr><tr><td><strong>Goal<\/strong><\/td><td>Find defects quickly.<\/td><td>Learn and evaluate product quality.<\/td><\/tr><tr><td><strong>Tracking<\/strong><\/td><td>No predefined scope.<\/td><td>Session-based and measurable.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Both approaches are often blended in professional <strong>QA software testing courses<\/strong> to teach testers how to switch dynamically depending on project needs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Real-World Examples of Ad-Hoc Testing<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Example 1: E-Commerce Website Checkout<\/h3>\n\n\n\n<p>A tester randomly changes product quantities, switches between payment methods, and cancels at various points. Suddenly, the total price miscalculates, an error that formal tests hadn\u2019t covered.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Example 2: Mobile App Login<\/h3>\n\n\n\n<p>By switching between Wi-Fi and mobile data mid-login, a tester discovers that session handling fails, locking users out.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Example 3: Banking Portal<\/h3>\n\n\n\n<p>A tester enters special characters in fund transfer fields, causing backend validation errors and exposing potential vulnerabilities.<\/p>\n\n\n\n<p>Such discoveries demonstrate why Ad-Hoc Testing remains essential despite the rise of automation frameworks.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Learning Ad-Hoc Testing in QA Software Testing Courses<\/h2>\n\n\n\n<p>In modern <strong>QA software testing courses<\/strong>, students are trained to perform:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Exploratory sessions<\/strong> under timed constraints<\/li>\n\n\n\n<li><strong>Defect reporting<\/strong> for unplanned test runs<\/li>\n\n\n\n<li><strong>Pair testing simulations<\/strong> to build teamwork<\/li>\n\n\n\n<li><strong>Root cause analysis<\/strong> to explain findings effectively<\/li>\n<\/ul>\n\n\n\n<p>Hands-on labs often use real-world projects where learners perform structured, exploratory, and Ad-Hoc Testing in combination, mirroring what QA engineers face in professional environments.<\/p>\n\n\n\n<p>Similarly, <strong>Quality assurance testing courses<\/strong> teach how to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Balance unstructured creativity with quality metrics<\/li>\n\n\n\n<li>Use Ad-Hoc Testing to validate automated results<\/li>\n\n\n\n<li>Apply risk-based analysis to decide test priorities<\/li>\n<\/ul>\n\n\n\n<p>These programs cultivate testers who can adapt quickly, test smartly, and deliver high-quality software even under tight deadlines.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Ad-Hoc Testing Fits into Agile and DevOps<\/h2>\n\n\n\n<p>In Agile and DevOps environments, where releases happen frequently, <strong>Ad-Hoc Testing<\/strong> provides rapid quality validation between sprints or CI\/CD builds.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Integrations:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Post-Build Smoke Tests:<\/strong> Quick sanity checks after deployments.<\/li>\n\n\n\n<li><strong>Sprint Reviews:<\/strong> Testers perform spontaneous user journeys.<\/li>\n\n\n\n<li><strong>Bug Triage Sessions:<\/strong> Developers and testers collaborate in \u201cbuddy mode.\u201d<\/li>\n<\/ul>\n\n\n\n<p>Automation covers the predictable; <strong>Ad-Hoc Testing<\/strong> uncovers the unpredictable, making both approaches complementary for continuous delivery pipelines.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Best Practices for Ad-Hoc Testing<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Develop Product Familiarity First.<\/strong><\/li>\n\n\n\n<li><strong>Prioritize high-risk modules.<\/strong><\/li>\n\n\n\n<li><strong>Time-box sessions<\/strong> (e.g., 45-minute focused bursts).<\/li>\n\n\n\n<li><strong>Record findings instantly<\/strong> using screenshots or logs.<\/li>\n\n\n\n<li><strong>Collaborate and share insights<\/strong> after each session.<\/li>\n\n\n\n<li><strong>Integrate exploratory tools<\/strong> like TestRail or Xray for better traceability.<\/li>\n<\/ol>\n\n\n\n<p>When executed strategically, Ad-Hoc Testing can dramatically enhance overall software quality.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Ad-Hoc Testing Complements Automation<\/h2>\n\n\n\n<p>Automation is about consistency; Ad-Hoc Testing is about human insight. While automated test scripts handle regression and repetitive cases, Ad-Hoc Testing allows creative human testers to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Validate usability.<\/li>\n\n\n\n<li>Explore new features.<\/li>\n\n\n\n<li>Assess user experience nuances.<\/li>\n<\/ul>\n\n\n\n<p>That\u2019s why comprehensive <strong>Quality assurance testing courses<\/strong> teach both, empowering testers to combine structured automation with intelligent human observation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion:<\/h2>\n\n\n\n<p>Ad-Hoc Testing proves that software testing isn\u2019t just about checklists; it\u2019s about curiosity, creativity, and critical thinking. When testers think like real users and explore without constraints, they often find bugs that machines or scripts never would. In the era of automation and AI, <strong>Ad-Hoc Testing<\/strong> keeps the human element alive in quality assurance, reminding us that intuition and experience remain irreplaceable.<\/p>\n\n\n\n<p>If you\u2019re aspiring to build a strong QA career, <strong><a href=\"https:\/\/www.h2kinfosys.com\/courses\/qa-online-training-course-details\/\">QA software testing courses<\/a><\/strong> will train you to combine structured methodologies with spontaneous exploration, equipping you to deliver software that\u2019s not only functional but truly reliable.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the structured world of software testing, where detailed test plans, cases, and scripts dominate, Ad-Hoc Testing emerges as a refreshing yet powerful approach. It\u2019s spontaneous, unscripted, and often the secret weapon of skilled testers who trust their instincts and experience to uncover elusive defects that formal testing may overlook. This blog explores the concept [&hellip;]<\/p>\n","protected":false},"author":20,"featured_media":9683,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-9680","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-qa-tutorials"],"_links":{"self":[{"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts\/9680","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\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/comments?post=9680"}],"version-history":[{"count":4,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts\/9680\/revisions"}],"predecessor-version":[{"id":33946,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/posts\/9680\/revisions\/33946"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/media\/9683"}],"wp:attachment":[{"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/media?parent=9680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/categories?post=9680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.h2kinfosys.com\/blog\/wp-json\/wp\/v2\/tags?post=9680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}