{"id":12010,"date":"2026-08-04T09:34:33","date_gmt":"2026-08-04T16:34:33","guid":{"rendered":"https:\/\/www.numinix.com\/blog\/?p=12010"},"modified":"2026-08-04T09:35:57","modified_gmt":"2026-08-04T16:35:57","slug":"magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends","status":"publish","type":"post","link":"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/","title":{"rendered":"Magento OpenSearch Optimization for Large Catalogs: Faster Filters, Relevance, and Fewer Dead Ends"},"content":{"rendered":"<p>Discover how to mitigate search performance issues in Magento&#8217;s OpenSearch when handling large catalogs. Learn proven configuration strategies, smarter navigation aids, and crucial diagnostic metrics that align with real-world merchandising goals.<\/p>\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Scaling_Storms_Where_Magento_Search_Begins_to_Struggle\" >Scaling Storms: Where Magento Search Begins to Struggle<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Coding_Clarity_Meaningful_OpenSearch_Tuning_That_Moves_the_Needle\" >Coding Clarity: Meaningful OpenSearch Tuning That Moves the Needle<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Navigating_the_Maze_Elevating_Layered_Navigation_for_Seekers_of_All_Sorts\" >Navigating the Maze: Elevating Layered Navigation for Seekers of All Sorts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Architecture_Matters_Doing_the_Homework_Before_Projects_in_2026\" >Architecture Matters: Doing the Homework Before Projects in 2026<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Beyond_Intuition_Quantifying_Wins_and_Knowing_When_to_Ring_the_Bell\" >Beyond Intuition: Quantifying Wins and Knowing When to Ring the Bell<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Knowing_When_to_Open_the_Toolbox\" >Knowing When to Open the Toolbox<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"#\" data-href=\"https:\/\/www.numinix.com\/blog\/magento-opensearch-optimization-for-large-catalogs-faster-filters-relevance-and-fewer-dead-ends\/#Boosting_Performance_Beyond_Expectation_in_2026\" >Boosting Performance Beyond Expectation in 2026<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Scaling_Storms_Where_Magento_Search_Begins_to_Struggle\"><\/span>Scaling Storms: Where Magento Search Begins to Struggle<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 14px 0;\">Imagine a buyer hunting for a specific branded lamp among thousands of home decor items, only to be met with agonizingly slow or irrelevant suggestions. For many Magento merchants in 2026 juggling catalogs in the thousands, such scenarios have become an alarming norm. But why? The typical culprits include:<\/p>\n<ul style=\"margin: 0 0 14px 20px; padding: 0;\">\n<li style=\"margin: 0 0 10px 0;\"><strong>Overloaded Attributes:<\/strong> Excessive searchable fields bloat queries, making them slower and less focused.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Indexing Chaos:<\/strong> Synonym lists that don&#8217;t account for regional terminology or industry jargon produce mismatches.<\/li>\n<li style=\"margin: 0;\"><strong>Snail-paced Layered Navigation:<\/strong> Complex joins and unoptimized database calls stall the filtering process.<\/li>\n<\/ul>\n<p style=\"margin: 0 0 14px 0;\">The fallout? Shoppers abandon ship mid-search (higher bounce rates), support tickets spike for \u201cmissing\u201d products, and abandoned carts grow.\u201d<\/p>\n<p style=\"margin: 0;\">For stores struggling with relevance, an <a style=\"color: #0fbad7; text-decoration: none;\" href=\"https:\/\/www.numinix.com\/magento-2-seo-extension-2013\">Magento 2 SEO Extension<\/a> can help strengthen visibility alongside search tuning.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors-1024x683.jpg\" alt=\"working using two apple monitors\" class=\"wp-image-12025\" srcset=\"https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors-1024x683.jpg 1024w, https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors-300x200.jpg 300w, https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors-768x512.jpg 768w, https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors-624x416.jpg 624w, https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Coding_Clarity_Meaningful_OpenSearch_Tuning_That_Moves_the_Needle\"><\/span>Coding Clarity: Meaningful OpenSearch Tuning That Moves the Needle<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 14px 0;\">Fact: A well-tuned search engine is the backbone of any thriving ecommerce experience. It&#8217;s no longer just about showing any result; it&#8217;s about showing the <em>right<\/em> result <em>fast<\/em>. Consider these simplified yet impactful tweaks:<\/p>\n<ul style=\"margin: 0 0 14px 20px; padding: 0;\">\n<li style=\"margin: 0 0 10px 0;\"><strong>Analyzer Alignment:<\/strong> Use language tokenizers designed for your main markets (e.g., English vs. Chinese analyzers for US vs. China-based stores). This reduces irrelevant hits caused by token fragmentation.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Precision-Driven Tokenization:<\/strong> Avoid breaking down terminology into confusing stemmed fragments. For example: \u201cMen&#8217;s winter jacket\u201d should suggest cozy apparel, not scattered generic results.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Synonym Expansion:<\/strong> Tailor synonym lists to reflect evolving trends and seasonal preferences. Swap out \u201ctruck\u201d for \u201cpickup\u201d when emphasizing automotive parts or \u201cjackets\u201d for \u201cshells\u201d during a ski season promotion.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Signal-Boost High-Impact Products:<\/strong> Apply boost rules to elevate luxury brands or high-margin items. If done right, this nudges your bottom line without turning off shoppers who seek variety.<\/li>\n<li style=\"margin: 0;\"><strong>Tweak Typo Tolerance:<\/strong> Set Levenshtein edit distance carefully to catch common misspellings (e.g., \u201clamp\u201d vs. \u201clmp\u201d) without rewarding irrelevant matches (e.g., \u201clamp\u201d vs. \u201clamb\u201d).<\/li>\n<\/ul>\n<p style=\"margin: 0;\">If search relevance needs a larger lift, explore modern product discovery approaches as a reference point for modern product discovery.<\/p>\n\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Navigating_the_Maze_Elevating_Layered_Navigation_for_Seekers_of_All_Sorts\"><\/span>Navigating the Maze: Elevating Layered Navigation for Seekers of All Sorts<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 14px 0;\">A clean, well-ordered filter layout is the unsung hero of sustained discovery in large assortments. Here\u2019s how to turn your faceted navigation into a shopper\u2019s best pathfinder:<\/p>\n<ul style=\"margin: 0 0 14px 20px; padding: 0;\">\n<li style=\"margin: 0 0 10px 0;\"><strong>Strategic Attribute Overhaul:<\/strong> Cut down to essentials. Make annual color fades or bike part compatibility searchable, but ditch those niche sizes or subcategories that bloat bandwidth without meaningful conversion.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Refining Filter Prioritization:<\/strong> The products people care about most\u2014think \u201c24k gold\u201d or \u201cleather boots\u201d\u2014should lead the pack. Group less common facets behind expandable menus.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Bidirectional Range Filters:<\/strong> Instead of defaulting to price about whatever, offer = options to support different shopper mindsets (e.g., \u201cunder $100\u201d vs. \u201cabove $50\u201d).<\/li>\n<li style=\"margin: 0;\"><strong>Category-Tailored Facets:<\/strong> For women\u2019s apparel, include \u201cfit type.\u201d For auto parts, add \u201cmodel year.\u201d Generic filters are helpful only if they feel relevant.<\/li>\n<\/ul>\n<p style=\"margin: 0;\">When navigation needs expert implementation, <a style=\"color: #0fbad7; text-decoration: none;\" href=\"https:\/\/www.numinix.com\/amasty-improved-layered-navigation-for-magento-2000\">Amasty Improved Layered Navigation for Magento<\/a> offers a practical path to stronger filtering experiences.<\/p>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"231\" height=\"212\" src=\"https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2010\/06\/site_structure1.gif\" alt=\"\" class=\"wp-image-185\" style=\"aspect-ratio:1.0901213171577122;width:490px;height:auto\"\/><\/figure>\n<\/div>\n\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Architecture_Matters_Doing_the_Homework_Before_Projects_in_2026\"><\/span>Architecture Matters: Doing the Homework Before Projects in 2026<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 14px 0;\">Before expanding an inventory or services portfolio, check these backend essentials to avoid surprises:<\/p>\n<ul style=\"margin: 0 0 14px 20px; padding: 0;\">\n<li style=\"margin: 0 0 10px 0;\"><strong>Indexing Validation:<\/strong> Regularly audit for broken or failed indexes, particularly before major catalog or multisite updates.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Safe Deployment:<\/strong> Use Magento\u2019s capabilities or extensions to run search index rebuilds in parallel instead of on the live production index\u2014minutes saved turn into a better user experience.<\/li>\n<li style=\"margin: 0;\"><strong>Infrastructure Scaling:<\/strong> Determine if your OpenSearch cluster is operating underperformant hardware or constrained storage, especially if you\u2019re on traditional LAMP stacks. It may be time for managed OpenSearch hosting or horizontal scaling to ensure responsiveness.<\/li>\n<\/ul>\n<p style=\"margin: 0;\">For broader platform health, a <a style=\"color: #0fbad7; text-decoration: none;\" href=\"https:\/\/www.numinix.com\/upgrade-for-magento-1087\">Magento Upgrade Service<\/a> can help keep performance and compatibility aligned.<\/p>\n\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Beyond_Intuition_Quantifying_Wins_and_Knowing_When_to_Ring_the_Bell\"><\/span>Beyond Intuition: Quantifying Wins and Knowing When to Ring the Bell<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 14px 0;\">Tracking results validates effort and guides next steps. A robust measurement plan should include:<\/p>\n<ul style=\"margin: 0 0 14px 20px; padding: 0;\">\n<li style=\"margin: 0 0 10px 0;\"><strong>Search Exit Rate:<\/strong> How many users leave from search result pages? A rising rate signals friction.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Zero-Result Count:<\/strong> Every no-result query is a missed opportunity; understanding the trend helps set replenishment or synonym updates.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Faceting Impact Analysis:<\/strong> Measure how frequently users adjust filters. High engagement is a sign of efficiency, but sudden drops may flag broken layered navigation.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Add-to-Cart Rate From Search:<\/strong> This bridges discovery with conversion. If search pages lag behind category or homepage conversion, it\u2019s time to interrogate relevance and speed.<\/li>\n<li style=\"margin: 0;\"><strong>Internal Query Analytics:<\/strong> Monitoring top queries reveals emerging trends or seasonal spikes that pharmacy or electronics merchants can team with inventory planning.<\/li>\n<\/ul>\n<p style=\"margin: 0;\">Search metrics often pair well with <a style=\"color: #0fbad7; text-decoration: none;\" href=\"https:\/\/www.numinix.com\/advanced-reports-for-magento-2-for-magento-2025\">Advanced Reports for Magento 2<\/a> when you need deeper merchandising insight.<\/p>\n\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Knowing_When_to_Open_the_Toolbox\"><\/span>Knowing When to Open the Toolbox<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 14px 0;\">The learning curve for OpenSearch is improving, but certain warning signs still signal time to bring in experts:<\/p>\n<ul style=\"margin: 0 0 14px 20px; padding: 0;\">\n<li style=\"margin: 0 0 10px 0;\"><strong>Consistent Sluggishness:<\/strong> Indexes keep timing out despite standard checks. This could hint at deeper architectural bottlenecks.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Broken Faceted Navigation:<\/strong> When filters produce no results unless regenerated, it often means a misalignment in configuration or schema design.<\/li>\n<li style=\"margin: 0 0 10px 0;\"><strong>Unexpected Server Load Spikes:<\/strong> Search traffic in high season bogging servers signals a need for scaling or cloud-based resources.<\/li>\n<li style=\"margin: 0;\"><strong>Risk of Lost Revenue:<\/strong> If entries of disappearing orders or inventory mishandling complicate discovery, technical tightening should not be DIY.<\/li>\n<\/ul>\n<p style=\"margin: 0;\">For hands-on rescue work, consider <a style=\"color: #0fbad7; text-decoration: none;\" href=\"https:\/\/www.numinix.com\/backend-debugging-deposit-for-magento-1329\">Backend Debugging Deposit for Magento<\/a> when issues need direct troubleshooting.<\/p>\n<p>&nbsp;<\/p>\n<div style=\"background: #E6FAFD; border-left: 5px solid #0FBAD7; border-radius: 16px; padding: 20px; margin: 0 0 20px 0;\">\n<p style=\"margin: 0 0 10px 0; font-weight: bold;\">What\u2019s next<\/p>\n<p style=\"margin: 0;\">Optimization is as much about efficiency as about trust and creating positive buyer journeys. For more insights on powerfully merging merchandising with technology, we invite you to explore our deep dives into matching discovery with strategy.<\/p>\n<\/div>\n<footer style=\"margin-top: 28px;\"><\/footer>\n\n<div style=\"background: #F5F7FB; border: 1px solid #E5E7EB; border-radius: 18px; padding: 22px;\">\n<h2 style=\"font-size: clamp(1.75rem, 3vw, 2.1rem); line-height: 1.2; font-weight: bold; color: #0f172a; margin: 0 0 12px 0;\"><span class=\"ez-toc-section\" id=\"Boosting_Performance_Beyond_Expectation_in_2026\"><\/span>Boosting Performance Beyond Expectation in 2026<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"margin: 0 0 18px 0;\">The road to improving Magento OpenSearch for large catalogs is through thoughtful configuration, cleaner faceted navigation, and targeted infrastructure improvements. These strategies don\u2019t just tame unwieldy assortments\u2014they create experiences that keep customers exploring without frustration. For merchants ready to outgrow their growing pains, expert help can keep growth on the rails in time for this year\u2019s key holiday seasons. Whether through custom development, scaling advice, or post-launch support, we\u2019re here to guide planning that winds tightly into conversions.<\/p>\n<div style=\"display: block; width: 100%;\"><a style=\"display: inline-block; background: #0FBAD7; color: #ffffff; text-decoration: none; font-weight: 600; padding: 12px 18px; border-radius: 999px; font-size: 16px;\" href=\"#\">Connect with Experts<\/a><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>This post explains how Magento merchants can improve OpenSearch performance for large catalogs by tuning analyzers, synonyms, typo tolerance, and layered navigation. It also covers infrastructure checks and key search metrics to reduce zero-result searches, improve relevance, and prevent shoppers from getting stuck.<\/p>\n","protected":false},"author":272,"featured_media":12025,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[818],"tags":[1469,1250,3502,2824,2858,2043,2859,2863,3504,2822,3503,3505],"class_list":["post-12010","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-e-commerce-platforms","tag-ecommerce-search","tag-faceted-navigation","tag-large-catalog-performance","tag-layered-navigation","tag-magento-opensearch","tag-magento-performance","tag-magento-search-optimization","tag-opensearch-tuning","tag-search-indexing","tag-search-relevance","tag-synonyms","tag-typo-tolerance"],"modified_by":"Bernadette Galang","jetpack_featured_media_url":"https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/08\/working-using-two-apple-monitors.jpg","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/posts\/12010","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/users\/272"}],"replies":[{"embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/comments?post=12010"}],"version-history":[{"count":0,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/posts\/12010\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/media\/12025"}],"wp:attachment":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/media?parent=12010"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/categories?post=12010"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/tags?post=12010"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}