{"id":318,"date":"2025-06-23T11:48:15","date_gmt":"2025-06-23T11:48:15","guid":{"rendered":"http:\/\/sreschool.com\/blog\/?p=318"},"modified":"2026-05-05T07:30:00","modified_gmt":"2026-05-05T07:30:00","slug":"opentelemetry-in-devsecops-a-comprehensive-tutorial","status":"publish","type":"post","link":"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/","title":{"rendered":"OpenTelemetry in DevSecOps: A Comprehensive Tutorial"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. Introduction &amp; Overview<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What is OpenTelemetry?<\/h3>\n\n\n\n<p>OpenTelemetry is an open-source, vendor-neutral observability framework designed to collect, process, and export telemetry data\u2014<strong>metrics<\/strong>, <strong>logs<\/strong>, and <strong>traces<\/strong>\u2014from applications and infrastructure. It standardizes the way telemetry data is generated and consumed, making it easier to monitor performance, identify issues, and enhance system security.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Background and Evolution<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>2019<\/strong>: Born from the merger of OpenTracing and OpenCensus.<\/li>\n\n\n\n<li><strong>Governance<\/strong>: Maintained by the CNCF (Cloud Native Computing Foundation).<\/li>\n\n\n\n<li><strong>Language Support<\/strong>: Available for multiple programming languages including Go, Java, Python, .NET, and JavaScript.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Why is it Relevant in DevSecOps?<\/h3>\n\n\n\n<p>DevSecOps integrates security into the DevOps process. OpenTelemetry complements this by:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Offering <strong>real-time observability<\/strong> into application behaviors.<\/li>\n\n\n\n<li>Detecting <strong>anomalous or malicious activity<\/strong> through traces and metrics.<\/li>\n\n\n\n<li>Providing <strong>evidence for audit trails<\/strong>.<\/li>\n\n\n\n<li>Enhancing incident response capabilities through centralized logging and distributed tracing.<\/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\">2. Core Concepts &amp; Terminology<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Key Terms and Definitions<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Term<\/th><th>Definition<\/th><\/tr><\/thead><tbody><tr><td><strong>Telemetry<\/strong><\/td><td>Automated data collection on systems&#8217; behavior (logs, metrics, traces).<\/td><\/tr><tr><td><strong>Trace<\/strong><\/td><td>A record of the execution path through a system, useful in distributed apps.<\/td><\/tr><tr><td><strong>Span<\/strong><\/td><td>A single operation within a trace.<\/td><\/tr><tr><td><strong>Metric<\/strong><\/td><td>Numerical values over time (e.g., CPU usage, request count).<\/td><\/tr><tr><td><strong>Log<\/strong><\/td><td>Timestamped text record, typically about system events.<\/td><\/tr><tr><td><strong>Exporter<\/strong><\/td><td>Component that sends collected data to backends like Prometheus or Jaeger.<\/td><\/tr><tr><td><strong>Collector<\/strong><\/td><td>Aggregator that receives, processes, and exports telemetry data.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">How It Fits into the DevSecOps Lifecycle<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>DevSecOps Stage<\/th><th>OpenTelemetry Contribution<\/th><\/tr><\/thead><tbody><tr><td>Plan<\/td><td>Identifies baseline metrics for risk and SLOs.<\/td><\/tr><tr><td>Develop<\/td><td>Instrument code with telemetry hooks.<\/td><\/tr><tr><td>Build<\/td><td>Validate observability standards (tracing coverage, logging).<\/td><\/tr><tr><td>Test<\/td><td>Analyze test logs and performance metrics.<\/td><\/tr><tr><td>Release<\/td><td>Track deployment health in real-time.<\/td><\/tr><tr><td>Operate<\/td><td>Continuous monitoring, alerting, and security validation.<\/td><\/tr><tr><td>Monitor &amp; Respond<\/td><td>Incident detection, root-cause analysis, and auditing.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">3. Architecture &amp; How It Works<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">High-Level Components<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Instrumentation<\/strong><br>Code-based hooks inserted into applications to generate telemetry.<\/li>\n\n\n\n<li><strong>SDKs &amp; APIs<\/strong><br>Libraries available for supported languages to capture telemetry data.<\/li>\n\n\n\n<li><strong>Collectors<\/strong><br>Optional agent or service that processes and routes telemetry data.<\/li>\n\n\n\n<li><strong>Exporters<\/strong><br>Sends data to observability tools (e.g., Prometheus, Grafana, Jaeger, Zipkin).<\/li>\n\n\n\n<li><strong>Backends<\/strong><br>The final destinations where data is visualized and analyzed.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Internal Workflow<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>App Instrumentation \u2192 OpenTelemetry SDK \u2192 Collector \u2192 Exporter \u2192 Backend\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Architecture Diagram (Description)<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>+-------------------+\n|    Application    |\n| (with SDKs\/APIs)  |\n+--------+----------+\n         |\n         v\n+--------+----------+\n|  OpenTelemetry    |\n|     Collector     |\n+--------+----------+\n         |\n   +-----+-----+\n   | Exporters |\n   +--+-----+--+\n      |     |\n      v     v\n   Prometheus, Jaeger, etc.\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Integration Points with CI\/CD or Cloud Tools<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GitHub Actions<\/strong>: Push trace data on test failures.<\/li>\n\n\n\n<li><strong>Kubernetes<\/strong>: Sidecar collector or DaemonSet mode.<\/li>\n\n\n\n<li><strong>AWS\/X-ray<\/strong>, <strong>Azure Monitor<\/strong>, <strong>GCP Cloud Trace<\/strong>: Exporters available for cloud-native tracing.<\/li>\n\n\n\n<li><strong>Jenkins\/GitLab<\/strong>: Embed OpenTelemetry in test and deployment stages.<\/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\">4. Installation &amp; Getting Started<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Prerequisites<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Application in a supported language (e.g., Python)<\/li>\n\n\n\n<li>Access to an observability backend (e.g., Jaeger or Prometheus)<\/li>\n\n\n\n<li>Docker (optional for running collectors)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step-by-Step Guide (Python Example)<\/h3>\n\n\n\n<p><strong>Step 1: Install SDK and Exporter<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install opentelemetry-api \\\n            opentelemetry-sdk \\\n            opentelemetry-exporter-jaeger \\\n            opentelemetry-instrumentation\n<\/code><\/pre>\n\n\n\n<p><strong>Step 2: Instrument Your App<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from opentelemetry import trace\nfrom opentelemetry.sdk.trace import TracerProvider\nfrom opentelemetry.sdk.trace.export import BatchSpanProcessor\nfrom opentelemetry.exporter.jaeger.thrift import JaegerExporter\n\ntrace.set_tracer_provider(TracerProvider())\ntracer = trace.get_tracer(__name__)\n\njaeger_exporter = JaegerExporter(\n    agent_host_name='localhost',\n    agent_port=6831,\n)\n\ntrace.get_tracer_provider().add_span_processor(\n    BatchSpanProcessor(jaeger_exporter)\n)\n\nwith tracer.start_as_current_span(\"sample-span\"):\n    print(\"Tracing this operation\")\n<\/code><\/pre>\n\n\n\n<p><strong>Step 3: Run Jaeger Locally (via Docker)<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>docker run -d --name jaeger \\\n  -e COLLECTOR_ZIPKIN_HOST_PORT=:9411 \\\n  -p 6831:6831\/udp \\\n  -p 16686:16686 \\\n  jaegertracing\/all-in-one:latest\n<\/code><\/pre>\n\n\n\n<p><strong>Step 4: Visualize Traces<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open browser: <a href=\"http:\/\/localhost:16686\/\">http:\/\/localhost:16686<\/a><\/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\">5. Real-World Use Cases<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Security Monitoring in Microservices<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Identify suspicious transaction patterns.<\/li>\n\n\n\n<li>Visualize trace path for compromised requests.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>CI\/CD Pipeline Performance<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integrate with Jenkins to trace slow pipeline stages.<\/li>\n\n\n\n<li>Export logs and metrics to Prometheus + Grafana dashboards.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>SRE and Incident Response<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use traces and spans to pinpoint degraded services.<\/li>\n\n\n\n<li>Capture logs from edge services for forensic investigation.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>Regulatory Compliance<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Capture audit trails through consistent log generation.<\/li>\n\n\n\n<li>Export metrics that prove uptime and policy enforcement.<\/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\">6. Benefits &amp; Limitations<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Key Advantages<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Vendor Neutrality<\/strong>: Works with many observability tools.<\/li>\n\n\n\n<li><strong>Unified Format<\/strong>: Simplifies telemetry data collection.<\/li>\n\n\n\n<li><strong>Wide Ecosystem Support<\/strong>: Works with major languages and platforms.<\/li>\n\n\n\n<li><strong>Cloud-Native Ready<\/strong>: Built for microservices and Kubernetes.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Limitations<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Learning Curve<\/strong>: Requires understanding of traces, spans, exporters.<\/li>\n\n\n\n<li><strong>Performance Overhead<\/strong>: Improper configuration may degrade performance.<\/li>\n\n\n\n<li><strong>Maturity<\/strong>: Some SDKs or exporters may be less mature.<\/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\">7. Best Practices &amp; Recommendations<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Security Tips<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use secure communication (TLS) between Collector and Exporter.<\/li>\n\n\n\n<li>Sanitize PII or sensitive fields before exporting.<\/li>\n\n\n\n<li>Use role-based access for configuration and viewing telemetry.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Performance and Maintenance<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use <strong>batch processors<\/strong> to reduce load.<\/li>\n\n\n\n<li>Configure <strong>sampling<\/strong> to avoid overhead in high-traffic environments.<\/li>\n\n\n\n<li>Monitor Collector\u2019s own metrics to ensure it\u2019s not a bottleneck.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Compliance and Automation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automate log export for audit compliance.<\/li>\n\n\n\n<li>Align telemetry naming conventions across environments.<\/li>\n\n\n\n<li>Use OpenTelemetry auto-instrumentation where possible.<\/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\">8. Comparison with Alternatives<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Feature<\/th><th>OpenTelemetry<\/th><th>Prometheus<\/th><th>Jaeger<\/th><th>Datadog<\/th><\/tr><\/thead><tbody><tr><td>Tracing<\/td><td>\u2705<\/td><td>\u274c<\/td><td>\u2705<\/td><td>\u2705<\/td><\/tr><tr><td>Metrics<\/td><td>\u2705<\/td><td>\u2705<\/td><td>\u274c<\/td><td>\u2705<\/td><\/tr><tr><td>Logging (in-progress)<\/td><td>\u26a0\ufe0f Experimental<\/td><td>\u274c<\/td><td>\u274c<\/td><td>\u2705<\/td><\/tr><tr><td>Vendor Neutral<\/td><td>\u2705<\/td><td>\u2705<\/td><td>\u2705<\/td><td>\u274c<\/td><\/tr><tr><td>Cost<\/td><td>Free<\/td><td>Free<\/td><td>Free<\/td><td>Paid<\/td><\/tr><tr><td>Cloud-Native Ready<\/td><td>\u2705<\/td><td>\u2705<\/td><td>\u2705<\/td><td>\u2705<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">When to Choose OpenTelemetry<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>You want <strong>standardized<\/strong> instrumentation across microservices.<\/li>\n\n\n\n<li>You need a <strong>single SDK<\/strong> for logs, metrics, and traces.<\/li>\n\n\n\n<li>You require <strong>flexibility<\/strong> in choosing observability backends.<\/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\">9. Conclusion<\/h2>\n\n\n\n<p>OpenTelemetry is becoming the de facto standard for unified observability in modern DevSecOps environments. It enables visibility, traceability, and accountability\u2014critical for maintaining secure, compliant, and resilient systems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Next Steps<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Explore auto-instrumentation options for your language.<\/li>\n\n\n\n<li>Integrate OpenTelemetry into your CI\/CD pipelines.<\/li>\n\n\n\n<li>Monitor and alert using exporters (Prometheus, Jaeger, etc.)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. Introduction &amp; Overview What is OpenTelemetry? OpenTelemetry is an open-source, vendor-neutral observability framework designed to collect, process, and export [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-318","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>OpenTelemetry in DevSecOps: A Comprehensive Tutorial - SRE School<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OpenTelemetry in DevSecOps: A Comprehensive Tutorial - SRE School\" \/>\n<meta property=\"og:description\" content=\"1. Introduction &amp; Overview What is OpenTelemetry? OpenTelemetry is an open-source, vendor-neutral observability framework designed to collect, process, and export [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/\" \/>\n<meta property=\"og:site_name\" content=\"SRE School\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-23T11:48:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-05T07:30:00+00:00\" \/>\n<meta name=\"author\" content=\"priteshgeek\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"priteshgeek\" \/>\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:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/\",\"url\":\"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/\",\"name\":\"OpenTelemetry in DevSecOps: A Comprehensive Tutorial - SRE School\",\"isPartOf\":{\"@id\":\"https:\/\/sreschool.com\/blog\/#website\"},\"datePublished\":\"2025-06-23T11:48:15+00:00\",\"dateModified\":\"2026-05-05T07:30:00+00:00\",\"author\":{\"@id\":\"https:\/\/sreschool.com\/blog\/#\/schema\/person\/6a53e3870889dd6a65b2e04b7bc3d7db\"},\"breadcrumb\":{\"@id\":\"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/#breadcrumb\"},\"inLanguage\":\"en\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/sreschool.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"OpenTelemetry in DevSecOps: A Comprehensive Tutorial\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/sreschool.com\/blog\/#website\",\"url\":\"https:\/\/sreschool.com\/blog\/\",\"name\":\"SRESchool\",\"description\":\"Master SRE. Build Resilient Systems. Lead the Future of Reliability\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/sreschool.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/sreschool.com\/blog\/#\/schema\/person\/6a53e3870889dd6a65b2e04b7bc3d7db\",\"name\":\"priteshgeek\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en\",\"@id\":\"https:\/\/sreschool.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/231a0e8b7a02636f2fbacf8dcf4494cb1cc0d49ecc9a8165fbaeaeeaf102641a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/231a0e8b7a02636f2fbacf8dcf4494cb1cc0d49ecc9a8165fbaeaeeaf102641a?s=96&d=mm&r=g\",\"caption\":\"priteshgeek\"},\"url\":\"https:\/\/sreschool.com\/blog\/author\/priteshgeek\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"OpenTelemetry in DevSecOps: A Comprehensive Tutorial - SRE School","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:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/","og_locale":"en_US","og_type":"article","og_title":"OpenTelemetry in DevSecOps: A Comprehensive Tutorial - SRE School","og_description":"1. Introduction &amp; Overview What is OpenTelemetry? OpenTelemetry is an open-source, vendor-neutral observability framework designed to collect, process, and export [&hellip;]","og_url":"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/","og_site_name":"SRE School","article_published_time":"2025-06-23T11:48:15+00:00","article_modified_time":"2026-05-05T07:30:00+00:00","author":"priteshgeek","twitter_card":"summary_large_image","twitter_misc":{"Written by":"priteshgeek","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/","url":"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/","name":"OpenTelemetry in DevSecOps: A Comprehensive Tutorial - SRE School","isPartOf":{"@id":"https:\/\/sreschool.com\/blog\/#website"},"datePublished":"2025-06-23T11:48:15+00:00","dateModified":"2026-05-05T07:30:00+00:00","author":{"@id":"https:\/\/sreschool.com\/blog\/#\/schema\/person\/6a53e3870889dd6a65b2e04b7bc3d7db"},"breadcrumb":{"@id":"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/#breadcrumb"},"inLanguage":"en","potentialAction":[{"@type":"ReadAction","target":["https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/sreschool.com\/blog\/opentelemetry-in-devsecops-a-comprehensive-tutorial\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/sreschool.com\/blog\/"},{"@type":"ListItem","position":2,"name":"OpenTelemetry in DevSecOps: A Comprehensive Tutorial"}]},{"@type":"WebSite","@id":"https:\/\/sreschool.com\/blog\/#website","url":"https:\/\/sreschool.com\/blog\/","name":"SRESchool","description":"Master SRE. Build Resilient Systems. Lead the Future of Reliability","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/sreschool.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en"},{"@type":"Person","@id":"https:\/\/sreschool.com\/blog\/#\/schema\/person\/6a53e3870889dd6a65b2e04b7bc3d7db","name":"priteshgeek","image":{"@type":"ImageObject","inLanguage":"en","@id":"https:\/\/sreschool.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/231a0e8b7a02636f2fbacf8dcf4494cb1cc0d49ecc9a8165fbaeaeeaf102641a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/231a0e8b7a02636f2fbacf8dcf4494cb1cc0d49ecc9a8165fbaeaeeaf102641a?s=96&d=mm&r=g","caption":"priteshgeek"},"url":"https:\/\/sreschool.com\/blog\/author\/priteshgeek\/"}]}},"_links":{"self":[{"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/posts\/318","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/comments?post=318"}],"version-history":[{"count":1,"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/posts\/318\/revisions"}],"predecessor-version":[{"id":319,"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/posts\/318\/revisions\/319"}],"wp:attachment":[{"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/media?parent=318"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/categories?post=318"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sreschool.com\/blog\/wp-json\/wp\/v2\/tags?post=318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}