{"id":53019,"date":"2025-09-16T09:29:18","date_gmt":"2025-09-16T09:29:18","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=53019"},"modified":"2026-02-21T08:25:32","modified_gmt":"2026-02-21T08:25:32","slug":"top-10-ai-personalized-recommendation-engines-tools-in-2025-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-ai-personalized-recommendation-engines-tools-in-2025-features-pros-cons-comparison\/","title":{"rendered":"Top 10 AI Personalized Recommendation Engines Tools in 2026: Features, Pros, Cons &amp; Comparison"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">Introduction<\/h1>\n\n\n\n<p>In today\u2019s hyper-competitive digital landscape, personalization has become the cornerstone of customer engagement. <strong>AI Personalized Recommendation Engines tools<\/strong> empower businesses to deliver highly relevant content, products, and experiences to users\u2014boosting conversions, loyalty, and satisfaction. By analyzing browsing history, purchase patterns, demographics, and contextual signals, these engines predict what each user wants next.<\/p>\n\n\n\n<p>In 2026, the rise of generative AI, vector databases, and real-time analytics has pushed recommendation engines to new heights. Whether you run an e-commerce store, a streaming service, or a B2B SaaS platform, choosing the right recommendation engine is critical. The best tools combine scalability, accuracy, cross-channel integration, and explainability\u2014helping businesses personalize at scale while respecting data privacy.<\/p>\n\n\n\n<p>In this article, we\u2019ll explore the <strong>Top 10 AI Personalized Recommendation Engines Tools in 2026<\/strong>, compare their strengths, and help you pick the right one for your business.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Top 10 AI Personalized Recommendation Engines Tools (2026)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"660\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-13.jpg\" alt=\"\" class=\"wp-image-53778\" style=\"width:840px;height:auto\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-13.jpg 800w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-13-300x248.jpg 300w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-13-768x634.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Amazon Personalize<\/strong> (AWS)<\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Enterprise-grade recommendation engine by Amazon Web Services. Ideal for e-commerce, media, and developers needing scalable, ML-powered personalization.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-time personalized recommendations<\/li>\n\n\n\n<li>Pre-trained ML models for retail and media<\/li>\n\n\n\n<li>Seamless integration with AWS ecosystem<\/li>\n\n\n\n<li>A\/B testing and metrics tracking<\/li>\n\n\n\n<li>Multi-channel deployment (apps, web, email)<\/li>\n\n\n\n<li>Handles millions of users with low latency<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Highly scalable with enterprise reliability<\/li>\n\n\n\n<li>Easy integration if already on AWS<\/li>\n\n\n\n<li>Strong documentation and tutorials<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Can be costly at scale<\/li>\n\n\n\n<li>Requires technical expertise for setup<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Google Recommendations AI<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Google Cloud\u2019s AI service for delivering personalized product and content recommendations. Suited for retailers and app developers.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deep learning-powered personalization<\/li>\n\n\n\n<li>Context-aware recommendations (real-time session data)<\/li>\n\n\n\n<li>Integration with BigQuery and Google Analytics<\/li>\n\n\n\n<li>Multi-channel support (web, app, ads)<\/li>\n\n\n\n<li>AutoML capabilities for model customization<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Best for businesses already in Google Cloud<\/li>\n\n\n\n<li>Real-time learning adapts quickly to new data<\/li>\n\n\n\n<li>Flexible pricing options<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited transparency in how models work<\/li>\n\n\n\n<li>Fewer plug-and-play templates than AWS<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Microsoft Azure Personalizer<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> A reinforcement learning-based personalization API from Microsoft Azure. Great for enterprises prioritizing experimentation.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Contextual bandit reinforcement learning<\/li>\n\n\n\n<li>Multi-armed experimentation for A\/B tests<\/li>\n\n\n\n<li>Pre-built APIs for fast integration<\/li>\n\n\n\n<li>Enterprise-grade compliance and security<\/li>\n\n\n\n<li>Works across apps, websites, and IoT devices<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Built on reinforcement learning for continuous optimization<\/li>\n\n\n\n<li>Seamless integration with Azure ecosystem<\/li>\n\n\n\n<li>Transparent metrics for decisioning<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Learning curve for RL concepts<\/li>\n\n\n\n<li>Works best with large, consistent datasets<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>Dynamic Yield (Mastercard)<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Enterprise personalization platform for retailers and brands. Acquired by Mastercard, it emphasizes customer experience optimization.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Omnichannel personalization (web, mobile, email, kiosks)<\/li>\n\n\n\n<li>Product and content recommendation engine<\/li>\n\n\n\n<li>Advanced segmentation &amp; targeting<\/li>\n\n\n\n<li>AI-driven testing and decisioning<\/li>\n\n\n\n<li>Integrates with loyalty programs and CDPs<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rich enterprise-level features<\/li>\n\n\n\n<li>Strong retail &amp; consumer goods focus<\/li>\n\n\n\n<li>Combines recommendations with personalization campaigns<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Expensive for small to mid-size businesses<\/li>\n\n\n\n<li>Complex implementation requires expertise<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>Algolia Recommend<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Built on Algolia\u2019s search engine, this recommendation tool is ideal for product discovery in e-commerce.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-driven product and content recommendations<\/li>\n\n\n\n<li>\u201cFrequently Bought Together\u201d and \u201cTrending\u201d models<\/li>\n\n\n\n<li>Real-time personalization with search integration<\/li>\n\n\n\n<li>API-first developer-friendly design<\/li>\n\n\n\n<li>Easy Shopify, Magento, and headless commerce integrations<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Excellent for e-commerce personalization<\/li>\n\n\n\n<li>Very developer-friendly<\/li>\n\n\n\n<li>Low latency performance<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Narrower scope (mainly retail\/e-commerce)<\/li>\n\n\n\n<li>Requires coding for custom use cases<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>Bloomreach Discovery<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> AI commerce search and personalization platform. Best for enterprises needing advanced merchandising + recommendations.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-driven product recommendations<\/li>\n\n\n\n<li>Personalized site search + navigation<\/li>\n\n\n\n<li>Merchandising controls for marketers<\/li>\n\n\n\n<li>A\/B testing dashboards<\/li>\n\n\n\n<li>Connects with CDPs &amp; commerce platforms<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Combines personalization with marketing controls<\/li>\n\n\n\n<li>Trusted by leading e-commerce brands<\/li>\n\n\n\n<li>Intuitive for non-technical users<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Premium pricing<\/li>\n\n\n\n<li>Less suitable outside retail vertical<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>Klevu<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> AI search and recommendation engine tailored for mid-sized e-commerce stores.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Natural language processing for search<\/li>\n\n\n\n<li>Personalized product recommendations<\/li>\n\n\n\n<li>AI merchandising tools<\/li>\n\n\n\n<li>Easy integration with Shopify, Magento, WooCommerce<\/li>\n\n\n\n<li>No-code\/low-code dashboard for marketers<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Affordable compared to enterprise tools<\/li>\n\n\n\n<li>Easy integration with popular platforms<\/li>\n\n\n\n<li>Strong support for SMBs<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited advanced customization<\/li>\n\n\n\n<li>Focused mainly on retail\/e-commerce<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">8. <strong>Salesforce Einstein Recommendations<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> AI recommendation engine built into Salesforce Marketing &amp; Commerce Cloud. Ideal for Salesforce customers.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Personalized product\/content recommendations<\/li>\n\n\n\n<li>Integrated with CRM and customer journey data<\/li>\n\n\n\n<li>Predictive analytics + A\/B testing<\/li>\n\n\n\n<li>Omnichannel delivery (email, web, mobile)<\/li>\n\n\n\n<li>Deep integration with Salesforce ecosystem<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Great for businesses already on Salesforce<\/li>\n\n\n\n<li>Combines CRM data with recommendations<\/li>\n\n\n\n<li>Trusted enterprise-grade security<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Expensive and enterprise-oriented<\/li>\n\n\n\n<li>Locked into Salesforce ecosystem<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">9. <strong>Nosto<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> AI personalization platform for commerce brands. Known for its ease of use and strong e-commerce integrations.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Personalized product recommendations<\/li>\n\n\n\n<li>Visual merchandising features<\/li>\n\n\n\n<li>Audience segmentation and targeting<\/li>\n\n\n\n<li>Plug-and-play Shopify &amp; Magento integration<\/li>\n\n\n\n<li>Real-time reporting and optimization<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Easy to deploy for marketers<\/li>\n\n\n\n<li>Wide adoption in e-commerce industry<\/li>\n\n\n\n<li>Balanced feature set for mid-market<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Not as customizable as developer-first tools<\/li>\n\n\n\n<li>Higher cost for smaller businesses<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">10. <strong>Adobe Target<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Adobe Experience Cloud tool for personalization and testing, with advanced AI recommendations.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-powered product\/content recommendations<\/li>\n\n\n\n<li>A\/B and multivariate testing<\/li>\n\n\n\n<li>Customer journey orchestration<\/li>\n\n\n\n<li>Deep integration with Adobe Analytics &amp; Experience Cloud<\/li>\n\n\n\n<li>Scalable enterprise deployment<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Powerful for enterprises with Adobe stack<\/li>\n\n\n\n<li>Combines testing + personalization<\/li>\n\n\n\n<li>Advanced analytics insights<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Premium pricing (not SMB-friendly)<\/li>\n\n\n\n<li>Steeper learning curve<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Comparison Table<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tool Name<\/th><th>Best For<\/th><th>Platforms Supported<\/th><th>Standout Feature<\/th><th>Pricing<\/th><th>G2\/Capterra Rating*<\/th><\/tr><\/thead><tbody><tr><td>Amazon Personalize<\/td><td>Enterprises, AWS users<\/td><td>Web, apps, AWS<\/td><td>Real-time ML recommendations<\/td><td>Pay-as-you-go<\/td><td>4.6\/5<\/td><\/tr><tr><td>Google Recommendations AI<\/td><td>Retailers, app devs<\/td><td>Google Cloud, apps<\/td><td>Context-aware real-time recs<\/td><td>Custom pricing<\/td><td>4.5\/5<\/td><\/tr><tr><td>Azure Personalizer<\/td><td>Enterprises on Azure<\/td><td>Apps, IoT, web<\/td><td>Reinforcement learning engine<\/td><td>Custom<\/td><td>4.4\/5<\/td><\/tr><tr><td>Dynamic Yield<\/td><td>Large retailers, brands<\/td><td>Web, mobile, kiosks<\/td><td>Omnichannel personalization<\/td><td>Premium<\/td><td>4.5\/5<\/td><\/tr><tr><td>Algolia Recommend<\/td><td>E-commerce<\/td><td>Web, apps, APIs<\/td><td>Search + recs in one<\/td><td>Starts $0, scale pricing<\/td><td>4.6\/5<\/td><\/tr><tr><td>Bloomreach Discovery<\/td><td>Enterprise retail<\/td><td>Web, apps<\/td><td>Search + merchandising<\/td><td>Premium<\/td><td>4.5\/5<\/td><\/tr><tr><td>Klevu<\/td><td>SMB retailers<\/td><td>Shopify, Magento, Woo<\/td><td>NLP-powered search + recs<\/td><td>Mid-tier pricing<\/td><td>4.4\/5<\/td><\/tr><tr><td>Salesforce Einstein<\/td><td>Enterprises using Salesforce<\/td><td>CRM, web, apps<\/td><td>CRM + AI recs<\/td><td>Premium<\/td><td>4.6\/5<\/td><\/tr><tr><td>Nosto<\/td><td>Mid-market commerce<\/td><td>Shopify, Magento, web<\/td><td>Plug-and-play personalization<\/td><td>Tiered pricing<\/td><td>4.5\/5<\/td><\/tr><tr><td>Adobe Target<\/td><td>Large enterprises<\/td><td>Web, apps<\/td><td>Personalization + A\/B testing<\/td><td>Premium<\/td><td>4.4\/5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>*Ratings approximate based on latest reviews (2026).<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Which AI Personalized Recommendation Engine Tool is Right for You?<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>For Enterprises (Large Retailers\/Media):<\/strong> Adobe Target, Dynamic Yield, Salesforce Einstein, or Bloomreach.<\/li>\n\n\n\n<li><strong>For Developers:<\/strong> Amazon Personalize, Google Recommendations AI, Algolia Recommend.<\/li>\n\n\n\n<li><strong>For SMBs:<\/strong> Klevu, Nosto (easy setup, affordable pricing).<\/li>\n\n\n\n<li><strong>For Microsoft\/Azure Ecosystem:<\/strong> Azure Personalizer.<\/li>\n\n\n\n<li><strong>For Businesses Seeking CRM Integration:<\/strong> Salesforce Einstein is unmatched.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>AI Personalized Recommendation Engines tools in 2026 are more powerful, accurate, and versatile than ever. From <strong>e-commerce product discovery<\/strong> to <strong>content personalization<\/strong> in streaming and B2B SaaS, these engines are reshaping how users interact with digital platforms.<\/p>\n\n\n\n<p>The right tool depends on your <strong>budget, tech stack, and audience scale<\/strong>. We recommend starting with free trials (like Algolia or AWS Personalize) or requesting demos from enterprise providers (Adobe, Dynamic Yield) to assess fit before scaling.<\/p>\n\n\n\n<p>Investing in the right recommendation engine not only improves conversions but also builds long-term loyalty by making every interaction personal.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">FAQs<\/h2>\n\n\n\n<p><strong>Q1. What is an AI Personalized Recommendation Engine?<\/strong><br>It\u2019s software that uses AI\/ML to suggest products, content, or experiences tailored to individual users.<\/p>\n\n\n\n<p><strong>Q2. Which industries benefit most from these tools?<\/strong><br>E-commerce, streaming, publishing, gaming, B2B SaaS, and healthcare.<\/p>\n\n\n\n<p><strong>Q3. Are these tools expensive?<\/strong><br>Costs vary\u2014some like Klevu or Algolia start affordably, while Adobe or Salesforce are enterprise-priced.<\/p>\n\n\n\n<p><strong>Q4. How do they handle data privacy?<\/strong><br>Most tools comply with GDPR\/CCPA and allow anonymized personalization. Always review vendor compliance.<\/p>\n\n\n\n<p><strong>Q5. Can small businesses use recommendation engines?<\/strong><br>Yes\u2014tools like Nosto and Klevu are built for SMBs with plug-and-play integration.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Meta Description<\/h2>\n\n\n\n<p>Discover the <strong>Top 10 AI Personalized Recommendation Engines tools in 2026<\/strong>. Compare features, pros, cons, pricing, and ratings to choose the best fit.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction In today\u2019s hyper-competitive digital landscape, personalization has become the cornerstone of customer engagement. AI Personalized Recommendation Engines tools empower businesses to deliver highly relevant content, products, and experiences to&#8230; <\/p>\n","protected":false},"author":54,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[2],"tags":[],"class_list":["post-53019","post","type-post","status-publish","format-standard","hentry","category-uncategorised"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/53019","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\/54"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=53019"}],"version-history":[{"count":4,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/53019\/revisions"}],"predecessor-version":[{"id":59776,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/53019\/revisions\/59776"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=53019"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=53019"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=53019"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}