{"id":51616,"date":"2025-08-18T03:38:31","date_gmt":"2025-08-18T03:38:31","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=51616"},"modified":"2025-08-18T03:40:31","modified_gmt":"2025-08-18T03:40:31","slug":"advanced-performance-engineering-in-net-course-by-devopsschool","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/advanced-performance-engineering-in-net-course-by-devopsschool\/","title":{"rendered":"Advanced Performance Engineering in .NET Course by DevOpsSchool"},"content":{"rendered":"\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.devopsschool.com\/contact\/\">Contact Us<\/a><\/div>\n<\/div>\n\n\n\n<p><strong>5 Days Program Advanced performance engineering in .NET:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Category<\/strong><\/td><td><strong>Tool(s)<\/strong><\/td><td><strong>Why it\u2019s the best (quick note)<\/strong><\/td><\/tr><tr><td><strong>Code Profiling &amp; Debugging<\/strong><\/td><td><strong>Visual Studio Profiler<\/strong>, <strong>JetBrains dotTrace<\/strong><\/td><td>Deep CLR insights; VS built-in + dotTrace\u2019s powerful async\/timeline views<\/td><\/tr><tr><td><strong>Memory &amp; GC Analysis<\/strong><\/td><td><strong>JetBrains dotMemory<\/strong>, <strong>PerfView<\/strong><\/td><td>dotMemory excels at leak\/retention graphs; PerfView is unmatched for ETW\/GC deep dives<\/td><\/tr><tr><td><strong>Micro-Benchmarking<\/strong><\/td><td><strong>BenchmarkDotNet<\/strong><\/td><td>Gold standard for accurate, repeatable .NET microbenchmarks<\/td><\/tr><tr><td><strong>Load &amp; Stress Testing<\/strong><\/td><td><strong>k6<\/strong>, <strong>Apache JMeter<\/strong><\/td><td>k6 is modern\/CI-friendly; JMeter remains versatile and widely adopted<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>10 Days Program Advanced performance engineering in .NET:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Category<\/strong><\/td><td><strong>Tool(s)<\/strong><\/td><td><strong>Why it\u2019s the best (quick note)<\/strong><\/td><\/tr><tr><td><strong>Code Profiling &amp; Debugging<\/strong><\/td><td><strong>Visual Studio Profiler<\/strong>, <strong>JetBrains dotTrace<\/strong><\/td><td>Deep CLR insights; VS built-in + dotTrace\u2019s powerful async\/timeline views<\/td><\/tr><tr><td><strong>Memory &amp; GC Analysis<\/strong><\/td><td><strong>JetBrains dotMemory<\/strong>, <strong>PerfView<\/strong><\/td><td>dotMemory excels at leak\/retention graphs; PerfView is unmatched for ETW\/GC deep dives<\/td><\/tr><tr><td><strong>Micro-Benchmarking<\/strong><\/td><td><strong>BenchmarkDotNet<\/strong><\/td><td>Gold standard for accurate, repeatable .NET microbenchmarks<\/td><\/tr><tr><td><strong>Load &amp; Stress Testing<\/strong><\/td><td><strong>k6<\/strong>, <strong>Apache JMeter<\/strong><\/td><td>k6 is modern\/CI-friendly; JMeter remains versatile and widely adopted<\/td><\/tr><tr><td><strong>APM (Production)<\/strong><\/td><td><strong>Azure Application Insights<\/strong>, <strong>Dynatrace<\/strong><\/td><td>App Insights is first-class for .NET\/Azure; Dynatrace offers superb auto-discovery &amp; AI insights<\/td><\/tr><tr><td><strong>Distributed Tracing<\/strong><\/td><td><strong>OpenTelemetry (.NET SDK)<\/strong>, <strong>Jaeger<\/strong><\/td><td>OTel is the vendor-neutral standard; Jaeger is a robust open-source backend<\/td><\/tr><tr><td><strong>System &amp; Infra Monitoring<\/strong><\/td><td><strong>Prometheus + Grafana<\/strong>, <strong>Azure Monitor<\/strong><\/td><td>Prom+Grafana for flexible metrics\/visuals; Azure Monitor for tight Azure integration<\/td><\/tr><tr><td><strong>CI\/CD Perf Automation<\/strong><\/td><td><strong>k6 (in pipelines)<\/strong>, <strong>BenchmarkDotNet (in CI)<\/strong><\/td><td>Shift-left perf gates with k6; catch code-level regressions via BenchmarkDotNet on PRs<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Here\u2019s a <strong>comprehensive and balanced agenda<\/strong> (theory + hands-on + labs + project).<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Comprehensive 5-Day Training Program<\/strong><\/p>\n\n\n\n<p><strong>Advanced Performance Engineering in .NET<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Day 1 \u2013 Foundations of Performance Engineering in .NET<\/strong><\/p>\n\n\n\n<p><strong>1.1 Introduction to Performance Engineering<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Importance of performance engineering in modern .NET systems<\/li>\n\n\n\n<li>Difference between performance testing and performance engineering<\/li>\n\n\n\n<li>Key metrics: throughput, latency, response time, scalability<\/li>\n\n\n\n<li>Understanding SLAs, SLOs, SLIs for .NET services<\/li>\n<\/ul>\n\n\n\n<p><strong>1.2 .NET Runtime and Performance Model<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CLR execution model (JIT, RyuJIT, Tiered Compilation)<\/li>\n\n\n\n<li>Garbage Collection (GC) modes (Workstation, Server, Background, Low-latency)<\/li>\n\n\n\n<li>Threading model in .NET Core\/5\/6\/7\/8<\/li>\n<\/ul>\n\n\n\n<p><strong>1.3 Performance Metrics &amp; Baselines<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Establishing baseline performance for .NET apps<\/li>\n\n\n\n<li>Identifying acceptable thresholds for web vs desktop vs microservices<\/li>\n<\/ul>\n\n\n\n<p><strong>1.4 Hands-On Lab<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Build a sample ASP.NET Core application<\/li>\n\n\n\n<li>Use built-in <strong>Visual Studio Diagnostic Tools<\/strong> to measure CPU, memory, and response times<\/li>\n\n\n\n<li>Capture baseline metrics and document<\/li>\n<\/ul>\n\n\n\n<p><strong>Takeaway:<\/strong> Clear understanding of how performance is measured and baselined in .NET apps.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Day 2 \u2013 Identifying Bottlenecks in .NET Applications<\/strong><\/p>\n\n\n\n<p><strong>2.1 Common Bottlenecks in .NET Systems<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CPU-bound vs I\/O-bound workloads<\/li>\n\n\n\n<li>Async\/await pitfalls, deadlocks, and thread starvation<\/li>\n\n\n\n<li>Memory leaks, excessive allocations, and GC pressure<\/li>\n\n\n\n<li>ORM\/Database inefficiencies (EF Core pitfalls)<\/li>\n<\/ul>\n\n\n\n<p><strong>2.2 Tools &amp; Techniques to Find Bottlenecks<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Visual Studio Profiler<\/strong> (live profiling)<\/li>\n\n\n\n<li><strong>JetBrains dotTrace<\/strong> (timeline + async flows)<\/li>\n\n\n\n<li><strong>dotMemory<\/strong> for leak detection and heap analysis<\/li>\n\n\n\n<li><strong>PerfView<\/strong> for ETW-based deep runtime analysis<\/li>\n<\/ul>\n\n\n\n<p><strong>2.3 Hands-On Labs<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lab 1: Profile a .NET Core Web API under simulated load (Visual Studio Profiler)<\/li>\n\n\n\n<li>Lab 2: Identify memory leaks with dotMemory and fix them<\/li>\n\n\n\n<li>Lab 3: Analyze GC events with PerfView<\/li>\n<\/ul>\n\n\n\n<p><strong>Takeaway:<\/strong> Developers can confidently locate performance bottlenecks at code and runtime level.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Day 3 \u2013 Benchmarking &amp; Load Testing for .NET<\/strong><\/p>\n\n\n\n<p><strong>3.1 Benchmarking in .NET<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Importance of benchmarking in microservices and libraries<\/li>\n\n\n\n<li>Writing micro-benchmarks with <strong>BenchmarkDotNet<\/strong><\/li>\n\n\n\n<li>Avoiding benchmarking pitfalls (JIT warmup, dead-code elimination)<\/li>\n<\/ul>\n\n\n\n<p><strong>3.2 Load &amp; Stress Testing<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Types of performance tests: load, stress, spike, endurance<\/li>\n\n\n\n<li>When to use each in a .NET application lifecycle<\/li>\n\n\n\n<li>Integrating load testing into CI\/CD pipelines<\/li>\n<\/ul>\n\n\n\n<p><strong>3.3 Tools for Load Testing<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>k6<\/strong>: modern load testing for APIs\/microservices<\/li>\n\n\n\n<li><strong>Apache JMeter<\/strong>: traditional load\/stress\/endurance testing<\/li>\n<\/ul>\n\n\n\n<p><strong>3.4 Hands-On Labs<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lab 4: Write and run micro-benchmarks with BenchmarkDotNet<\/li>\n\n\n\n<li>Lab 5: Execute load tests on ASP.NET Core APIs using k6<\/li>\n\n\n\n<li>Lab 6: Stress test with JMeter and analyze reports<\/li>\n<\/ul>\n\n\n\n<p><strong>Takeaway:<\/strong> Ability to design and execute reliable benchmarks and load tests.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Day 4 \u2013 Multi-Layer Optimization in .NET Systems<\/strong><\/p>\n\n\n\n<p><strong>4.1 Application Layer Optimizations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Efficient memory management in .NET (object pooling, Span, ValueTask)<\/li>\n\n\n\n<li>Async programming best practices (Task vs Thread vs Parallel)<\/li>\n\n\n\n<li>LINQ optimizations and avoiding hidden allocations<\/li>\n\n\n\n<li>Using caching strategies in ASP.NET Core<\/li>\n<\/ul>\n\n\n\n<p><strong>4.2 Middleware &amp; Server Optimizations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kestrel tuning for high-throughput APIs<\/li>\n\n\n\n<li>gRPC performance tuning in .NET Core<\/li>\n\n\n\n<li>Messaging broker performance (Azure Service Bus, RabbitMQ, Kafka with .NET)<\/li>\n<\/ul>\n\n\n\n<p><strong>4.3 Database Layer Optimizations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimizing EF Core queries (N+1 problems, eager vs lazy loading)<\/li>\n\n\n\n<li>Indexing and query execution plans (SQL Server Profiler, Query Store)<\/li>\n\n\n\n<li>Database connection pooling and transaction management<\/li>\n<\/ul>\n\n\n\n<p><strong>4.4 Hands-On Labs<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lab 7: Optimize EF Core queries and compare performance before vs after<\/li>\n\n\n\n<li>Lab 8: Tune Kestrel server settings and measure throughput improvements<\/li>\n\n\n\n<li>Lab 9: Database profiling with SQL Profiler on a sample .NET app<\/li>\n<\/ul>\n\n\n\n<p><strong>Takeaway:<\/strong> Developers can optimize performance across application, middleware, and database layers.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Day 5 \u2013 Continuous Performance Engineering &amp; Capstone Project<\/strong><\/p>\n\n\n\n<p><strong>5.1 Continuous Performance Monitoring<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integrating <strong>BenchmarkDotNet + k6<\/strong> in CI\/CD pipelines (Azure DevOps, GitHub Actions)<\/li>\n\n\n\n<li>Automated performance regression tests<\/li>\n\n\n\n<li>Monitoring .NET services with <strong>Azure Application Insights<\/strong><\/li>\n\n\n\n<li>Using <strong>OpenTelemetry .NET SDK<\/strong> for distributed tracing<\/li>\n<\/ul>\n\n\n\n<p><strong>5.2 Resilience &amp; Chaos Engineering<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Implementing <strong>Polly<\/strong> for retries, fallbacks, circuit breakers<\/li>\n\n\n\n<li>Testing resilience with <strong>Azure Chaos Studio<\/strong><\/li>\n\n\n\n<li>Observability dashboards with Grafana + Prometheus (for .NET containers)<\/li>\n<\/ul>\n\n\n\n<p><strong>5.3 Capstone Project<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>End-to-end performance engineering project on a sample ASP.NET Core microservice:\n<ul class=\"wp-block-list\">\n<li>Profile &amp; identify bottlenecks<\/li>\n\n\n\n<li>Optimize code, database, and middleware<\/li>\n\n\n\n<li>Benchmark with BenchmarkDotNet<\/li>\n\n\n\n<li>Load test with k6<\/li>\n\n\n\n<li>Monitor with Application Insights<\/li>\n\n\n\n<li>Demonstrate improvements in metrics<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>5.4 Wrap-Up &amp; Knowledge Consolidation<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Performance engineering checklist for .NET projects<\/li>\n\n\n\n<li>Best practices for enterprise adoption<\/li>\n\n\n\n<li>Q&amp;A and discussion on applying learnings to real projects<\/li>\n\n\n\n<li>&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>Takeaway:<\/strong> Developers leave with a full lifecycle understanding \u2014 from profiling to optimization to continuous performance in production.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\ud83d\udcca Tools Focused Summary (Quick Reference)<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Category<\/strong><\/td><td><strong>Tool(s)<\/strong><\/td><td><strong>Why it\u2019s the best<\/strong><\/td><\/tr><\/thead><tbody><tr><td>Code Profiling &amp; Debugging<\/td><td>Visual Studio Profiler, JetBrains dotTrace<\/td><td>CLR + async\/timeline insights<\/td><\/tr><tr><td>Memory &amp; GC Analysis<\/td><td>JetBrains dotMemory, PerfView<\/td><td>Leak detection + ETW runtime deep dive<\/td><\/tr><tr><td>Micro-Benchmarking<\/td><td>BenchmarkDotNet<\/td><td>Accurate, repeatable benchmarking<\/td><\/tr><tr><td>Load &amp; Stress Testing<\/td><td>k6, Apache JMeter<\/td><td>CI\/CD friendly + versatile<\/td><\/tr><tr><td>Continuous Monitoring &amp; APM<\/td><td>Azure Application Insights, OpenTelemetry<\/td><td>First-class .NET monitoring &amp; tracing<\/td><\/tr><tr><td>Chaos &amp; Resilience<\/td><td>Polly, Azure Chaos Studio<\/td><td>Code-level + infrastructure-level resilience<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<nav class=\"is-responsive wp-block-navigation is-layout-flex wp-block-navigation-is-layout-flex\" aria-label=\"Footer 3\" \n\t\t data-wp-interactive=\"core\/navigation\" data-wp-context='{\"overlayOpenedBy\":{\"click\":false,\"hover\":false,\"focus\":false},\"type\":\"overlay\",\"roleAttribute\":\"\",\"ariaLabel\":\"Menu\"}'><button aria-haspopup=\"dialog\" aria-label=\"Open menu\" class=\"wp-block-navigation__responsive-container-open\" \n\t\t\t\tdata-wp-on--click=\"actions.openMenuOnClick\"\n\t\t\t\tdata-wp-on--keydown=\"actions.handleMenuKeydown\"\n\t\t\t><svg width=\"24\" height=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M4 7.5h16v1.5H4z\"><\/path><path d=\"M4 15h16v1.5H4z\"><\/path><\/svg><\/button>\n\t\t\t\t<div class=\"wp-block-navigation__responsive-container\"  id=\"modal-1\" \n\t\t\t\tdata-wp-class--has-modal-open=\"state.isMenuOpen\"\n\t\t\t\tdata-wp-class--is-menu-open=\"state.isMenuOpen\"\n\t\t\t\tdata-wp-watch=\"callbacks.initMenu\"\n\t\t\t\tdata-wp-on--keydown=\"actions.handleMenuKeydown\"\n\t\t\t\tdata-wp-on--focusout=\"actions.handleMenuFocusout\"\n\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\t\t\t\t\t<div class=\"wp-block-navigation__responsive-close\" tabindex=\"-1\">\n\t\t\t\t\t\t<div class=\"wp-block-navigation__responsive-dialog\" \n\t\t\t\tdata-wp-bind--aria-modal=\"state.ariaModal\"\n\t\t\t\tdata-wp-bind--aria-label=\"state.ariaLabel\"\n\t\t\t\tdata-wp-bind--role=\"state.roleAttribute\"\n\t\t\t>\n\t\t\t\t\t\t\t<button aria-label=\"Close menu\" class=\"wp-block-navigation__responsive-container-close\" \n\t\t\t\tdata-wp-on--click=\"actions.closeMenuOnClick\"\n\t\t\t><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"m13.06 12 6.47-6.47-1.06-1.06L12 10.94 5.53 4.47 4.47 5.53 10.94 12l-6.47 6.47 1.06 1.06L12 13.06l6.47 6.47 1.06-1.06L13.06 12Z\"><\/path><\/svg><\/button>\n\t\t\t\t\t\t\t<div class=\"wp-block-navigation__responsive-container-content\" \n\t\t\t\tdata-wp-watch=\"callbacks.focusFirstElement\"\n\t\t\t id=\"modal-1-content\">\n\t\t\t\t\t\t\t\t<ul class=\"wp-block-navigation__container is-responsive wp-block-navigation\"><li class=\" wp-block-navigation-item  menu-item menu-item-type-custom menu-item-object-custom wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"http:\/\/www.devopsschool.com\/about\/\" target=\"_blank\"   title=\"\"><span class=\"wp-block-navigation-item__label\">About Us<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-custom menu-item-object-custom wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"http:\/\/www.devopsschool.com\/support\/\" target=\"_blank\"   title=\"\"><span class=\"wp-block-navigation-item__label\">Support<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-custom menu-item-object-custom wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"http:\/\/www.devopsschool.com\/calender\/\" target=\"_blank\"   title=\"\"><span class=\"wp-block-navigation-item__label\">Calender<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-custom menu-item-object-custom wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"http:\/\/www.devopsschool.com\/comparison\/\" title=\"\"><span class=\"wp-block-navigation-item__label\">Comparison<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-custom menu-item-object-custom wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"http:\/\/www.devopsschool.com\/courses\/agenda\/index.html\" title=\"\"><span class=\"wp-block-navigation-item__label\">Agenda<\/span><\/a><\/li><\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/nav>","protected":false},"excerpt":{"rendered":"<p>5 Days Program Advanced performance engineering in .NET: Category Tool(s) Why it\u2019s the best (quick note) Code Profiling &amp; Debugging Visual Studio Profiler, JetBrains dotTrace Deep CLR insights; VS built-in&#8230; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[2],"tags":[],"class_list":["post-51616","post","type-post","status-publish","format-standard","hentry","category-uncategorised"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/51616","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=51616"}],"version-history":[{"count":3,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/51616\/revisions"}],"predecessor-version":[{"id":51619,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/51616\/revisions\/51619"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=51616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=51616"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=51616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}