{"id":188,"date":"2025-07-04T04:18:08","date_gmt":"2025-07-04T04:18:08","guid":{"rendered":"https:\/\/automationartisans.com\/blog\/?p=188"},"modified":"2025-07-07T09:12:04","modified_gmt":"2025-07-07T09:12:04","slug":"lightweight-test-automation-agile-teams-secret-to-fast-focused-testing","status":"publish","type":"post","link":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/","title":{"rendered":"Lightweight Test Automation: Agile Teams&#8217; Secret to Fast, Focused Testing"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong>Introduction: Testing, But Smarter and Simpler<\/strong><\/h3>\n\n\n\n<p>As Indian manufacturers shift towards agile and leaner operations, testing strategies must evolve too. Long, complex automation frameworks\u2014while powerful\u2014can slow down fast-moving teams. This is where <strong>lightweight test automation harnesses<\/strong> enter the spotlight.<\/p>\n\n\n\n<p>Unlike heavyweight frameworks that demand extensive setup, documentation, and coding, lightweight harnesses use <strong>test scripts under 4 pages<\/strong>, delivering <strong>fast, targeted validation<\/strong> for high-priority tasks. They&#8217;re easier to create, maintain, and deploy\u2014making them perfect for fast-paced manufacturing environments and real-time <strong><a href=\"https:\/\/automationartisans.com\/\">vision inspection systems<\/a><\/strong>.<\/p>\n\n\n\n<p>For <strong>automation companies<\/strong>, <strong>machine manufacturers<\/strong>, and agile QA teams across India, these streamlined tools are proving vital to keep pace with modern <strong>advanced manufacturing processes<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. What Is a Lightweight Test Harness\u2014And Why Is It a Game-Changer?<\/strong><\/h3>\n\n\n\n<p>A <strong>lightweight test automation harness<\/strong> is a compact testing setup designed to test small, specific functionalities quickly. It\u2019s not about comprehensive system testing; it\u2019s about validating the <strong>most important, most used parts<\/strong> of your systems\u2014fast.<\/p>\n\n\n\n<p>Here&#8217;s why agile Indian manufacturers are loving it:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Requires <strong>minimal scripting<\/strong> (often less than 4 pages)<\/li>\n\n\n\n<li>Works across web interfaces, PLCs, and <strong>industrial automation and control systems<\/strong><\/li>\n\n\n\n<li>Provides instant feedback in test-driven development (TDD) or CI\/CD cycles<\/li>\n\n\n\n<li>No need for costly or bulky testing environments<br><\/li>\n<\/ul>\n\n\n\n<p><strong><em>Real-world insight:<\/em><\/strong> A Bengaluru-based <strong>machine manufacturer<\/strong> reduced script development time by <strong>60%<\/strong> using lightweight testing for embedded system controls.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Lightweight vs. Heavyweight: The Efficiency Factor<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Aspect<\/strong><\/td><td><strong>Lightweight Harness<\/strong><\/td><td><strong>Heavyweight Framework<\/strong><\/td><\/tr><tr><td>Setup Time<\/td><td>Minutes to hours<\/td><td>Days to weeks<\/td><\/tr><tr><td>Script Size<\/td><td>&lt; 4 pages<\/td><td>10\u2013100+ pages<\/td><\/tr><tr><td>Maintenance<\/td><td>Low<\/td><td>High<\/td><\/tr><tr><td>Ideal Use<\/td><td>Agile testing, fast validation<\/td><td>End-to-end, large-scale automation<\/td><\/tr><tr><td>Resource Need<\/td><td>Minimal coding\/dev ops<\/td><td>Dedicated automation engineers<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>For agile factories working with <strong>custom machine vision solutions India<\/strong>, lightweight harnesses are ideal for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Testing small modules of <strong>automated sorting machines for industrial use<\/strong><\/li>\n\n\n\n<li>Verifying algorithms in <strong>machine vision for precision turned components<\/strong><\/li>\n\n\n\n<li>Quick validation in AI-tuned <strong>sorting machines<\/strong> and defect recognition systems<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Where Lightweight Automation Fits in the Indian Manufacturing Stack<\/strong><\/h3>\n\n\n\n<p>Lightweight test harnesses aren&#8217;t meant to replace robust systems; they\u2019re meant to <strong>complement them<\/strong>.<\/p>\n\n\n\n<p><strong>Use them to:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Validate code updates in vision-based algorithms<\/li>\n\n\n\n<li>Test configuration changes in <strong>glass mould number reader suppliers<\/strong> or <strong>shaft inspection systems for manufacturing<\/strong><\/li>\n\n\n\n<li>Quickly assess firmware changes in <strong>machine vision systems<\/strong> before full deployment<\/li>\n<\/ul>\n\n\n\n<p>For instance, if your <strong>vision inspection system<\/strong> is rejecting a batch due to lighting variability, a lightweight test script can simulate new settings and confirm fix effectiveness\u2014without triggering the full validation suite.<\/p>\n\n\n\n<p><strong><em>Industry data:<\/em><\/strong> Over <strong>45% of agile QA teams<\/strong> in the manufacturing sector now adopt hybrid testing models combining lightweight harnesses with full frameworks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Case Study: Agile Testing in a Vision-Guided Bolt Inspection Line<\/strong><\/h3>\n\n\n\n<p>A fastener OEM in Gujarat implemented a lightweight test harness to validate updates in its <strong>bolt inspection vision system<\/strong>. With a simple 3.5-page test script, they:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reduced defect-diagnosis time by <strong>42%<\/strong><\/li>\n\n\n\n<li>Detected sensor glitches in under <strong>6 minutes<\/strong><\/li>\n\n\n\n<li>Deployed fixes without halting the full line<\/li>\n<\/ul>\n\n\n\n<p>This agility was impossible with their older, monolithic test approach.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Why Automation Artisans Supports Agile Test Evolution<\/strong><\/h3>\n\n\n\n<p>As a forward-focused <strong>automation company<\/strong>, Automation Artisans not only provides advanced <strong>machine vision systems<\/strong>\u2014we support clients in staying agile, flexible, and responsive.<\/p>\n\n\n\n<p>With products like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ACURA<\/strong> for high-precision gauging<\/li>\n\n\n\n<li><strong>ASORT<\/strong> and <strong>ACUSORT<\/strong> for visual classification<\/li>\n\n\n\n<li><strong>GRAVISORT 2.0<\/strong> for scalable, AI-integrated sorting<\/li>\n<\/ul>\n\n\n\n<p>We\u2019re enabling Indian factories to pair smart machines with <strong>smart testing strategies<\/strong>.<\/p>\n\n\n\n<p>Our team also supports clients with lightweight automation harness designs integrated into our <strong>turnkey solutions<\/strong>\u2014ensuring quicker testing and smoother upgrades.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Follow the Innovation Trail<\/strong><\/h3>\n\n\n\n<p>For more insights into modern automation tools, agile test case strategies, and real-world use cases:<br><strong>Follow Automation Artisans on<\/strong><a href=\"https:\/\/www.instagram.com\/automationartisans\"><strong> <\/strong><strong>Instagram<\/strong><\/a> and<a href=\"https:\/\/www.linkedin.com\/company\/automation-artisans\"> <strong>LinkedIn<\/strong><\/a> for updates from our labs, factories, and engineering floor.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Conclusion: Small Scripts, Big Impact<\/strong><\/h3>\n\n\n\n<p>In a world of complex automation, <strong>simplicity is the new superpower<\/strong>. Lightweight test harnesses offer manufacturers a way to stay agile, deliver faster fixes, and support high-speed innovation cycles\u2014without getting lost in sprawling test environments.<\/p>\n\n\n\n<p>If you&#8217;re managing <strong>automated sorting systems using machine vision<\/strong>, refining <strong>machine vision technology for automotive industry<\/strong>, or just looking to optimize your <strong>industrial automation systems<\/strong>\u2014lightweight test automation could be your next step forward.With Indian manufacturing scaling new heights, the tools we use must be just as fast and flexible. Lightweight harnesses prove that sometimes, <strong>less really is more<\/strong>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction: Testing, But Smarter and Simpler As Indian manufacturers shift towards agile and leaner operations, testing strategies must evolve too. Long, complex automation frameworks\u2014while powerful\u2014can slow down fast-moving teams. This is where lightweight test automation harnesses enter the spotlight. Unlike heavyweight frameworks that demand extensive setup, documentation, and coding, lightweight harnesses use test scripts under [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":201,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1,5],"tags":[15],"class_list":["post-188","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automationartisans","category-machine-vision","tag-vision-inspection-systems"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Lightweight Test Automation in India<\/title>\n<meta name=\"description\" content=\"Discover how lightweight test scripts offer fast, flexible testing for agile industrial teams in India.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Lightweight Test Automation in India\" \/>\n<meta property=\"og:description\" content=\"Discover how lightweight test scripts offer fast, flexible testing for agile industrial teams in India.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/\" \/>\n<meta property=\"og:site_name\" content=\"Automation Artisans Blogs\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-04T04:18:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-07T09:12:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Automation Artisans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Automation Artisans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/\",\"url\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/\",\"name\":\"Lightweight Test Automation in India\",\"isPartOf\":{\"@id\":\"https:\/\/automationartisans.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg\",\"datePublished\":\"2025-07-04T04:18:08+00:00\",\"dateModified\":\"2025-07-07T09:12:04+00:00\",\"author\":{\"@id\":\"https:\/\/automationartisans.com\/blog\/#\/schema\/person\/425f2443413fa0485f15c45c83a6e822\"},\"description\":\"Discover how lightweight test scripts offer fast, flexible testing for agile industrial teams in India.\",\"breadcrumb\":{\"@id\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#primaryimage\",\"url\":\"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg\",\"contentUrl\":\"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg\",\"width\":2560,\"height\":1440,\"caption\":\"Lightweight Test Automation in India\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/automationartisans.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Lightweight Test Automation: Agile Teams&#8217; Secret to Fast, Focused Testing\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/automationartisans.com\/blog\/#website\",\"url\":\"https:\/\/automationartisans.com\/blog\/\",\"name\":\"Automation Artisans Blogs\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/automationartisans.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/automationartisans.com\/blog\/#\/schema\/person\/425f2443413fa0485f15c45c83a6e822\",\"name\":\"Automation Artisans\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/automationartisans.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/d3f8673533918daa58efc970eb6d15896fb087e4c09a68771ecaa39a88e8ad56?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/d3f8673533918daa58efc970eb6d15896fb087e4c09a68771ecaa39a88e8ad56?s=96&d=mm&r=g\",\"caption\":\"Automation Artisans\"},\"url\":\"https:\/\/automationartisans.com\/blog\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Lightweight Test Automation in India","description":"Discover how lightweight test scripts offer fast, flexible testing for agile industrial teams in India.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/","og_locale":"en_US","og_type":"article","og_title":"Lightweight Test Automation in India","og_description":"Discover how lightweight test scripts offer fast, flexible testing for agile industrial teams in India.","og_url":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/","og_site_name":"Automation Artisans Blogs","article_published_time":"2025-07-04T04:18:08+00:00","article_modified_time":"2025-07-07T09:12:04+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg","type":"image\/jpeg"}],"author":"Automation Artisans","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Automation Artisans","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/","url":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/","name":"Lightweight Test Automation in India","isPartOf":{"@id":"https:\/\/automationartisans.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#primaryimage"},"image":{"@id":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#primaryimage"},"thumbnailUrl":"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg","datePublished":"2025-07-04T04:18:08+00:00","dateModified":"2025-07-07T09:12:04+00:00","author":{"@id":"https:\/\/automationartisans.com\/blog\/#\/schema\/person\/425f2443413fa0485f15c45c83a6e822"},"description":"Discover how lightweight test scripts offer fast, flexible testing for agile industrial teams in India.","breadcrumb":{"@id":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#primaryimage","url":"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg","contentUrl":"https:\/\/automationartisans.com\/blog\/wp-content\/uploads\/2025\/07\/caucasian-engineers-wearing-safety-uniform-and-har-2025-02-12-03-34-09-utc-scaled.jpg","width":2560,"height":1440,"caption":"Lightweight Test Automation in India"},{"@type":"BreadcrumbList","@id":"https:\/\/automationartisans.com\/blog\/lightweight-test-automation-agile-teams-secret-to-fast-focused-testing\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/automationartisans.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Lightweight Test Automation: Agile Teams&#8217; Secret to Fast, Focused Testing"}]},{"@type":"WebSite","@id":"https:\/\/automationartisans.com\/blog\/#website","url":"https:\/\/automationartisans.com\/blog\/","name":"Automation Artisans Blogs","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/automationartisans.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/automationartisans.com\/blog\/#\/schema\/person\/425f2443413fa0485f15c45c83a6e822","name":"Automation Artisans","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/automationartisans.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d3f8673533918daa58efc970eb6d15896fb087e4c09a68771ecaa39a88e8ad56?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d3f8673533918daa58efc970eb6d15896fb087e4c09a68771ecaa39a88e8ad56?s=96&d=mm&r=g","caption":"Automation Artisans"},"url":"https:\/\/automationartisans.com\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/posts\/188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/comments?post=188"}],"version-history":[{"count":1,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/posts\/188\/revisions"}],"predecessor-version":[{"id":189,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/posts\/188\/revisions\/189"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/media\/201"}],"wp:attachment":[{"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/media?parent=188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/categories?post=188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/automationartisans.com\/blog\/wp-json\/wp\/v2\/tags?post=188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}