{"id":2170,"date":"2026-02-20T17:09:07","date_gmt":"2026-02-20T17:09:07","guid":{"rendered":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/"},"modified":"2026-02-20T17:09:07","modified_gmt":"2026-02-20T17:09:07","slug":"owasp-top-10","status":"publish","type":"post","link":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/","title":{"rendered":"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide)"},"content":{"rendered":"\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Quick Definition (30\u201360 words)<\/h2>\n\n\n\n<p>OWASP Top 10 is a prioritized list of the most critical web application security risks compiled by the OWASP community. Analogy: it&#8217;s like a building fire code for web apps that highlights common fatal weaknesses. Formal: a community-driven risk prioritization instrument used to guide testing and mitigations.<\/p>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">What is OWASP Top 10?<\/h2>\n\n\n\n<p>What it is:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\n<p>A community-maintained list of the most critical web application security risks intended to raise awareness and guide basic mitigation and testing priorities.\nWhat it is NOT:<\/p>\n<\/li>\n<li>\n<p>Not a complete security program, not a checklist that guarantees safety, and not a compliance standard by itself.<\/p>\n<\/li>\n<\/ul>\n\n\n\n<p>Key properties and constraints:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prioritized, high-level risk descriptions.<\/li>\n<li>Not prescriptive for specific implementations.<\/li>\n<li>Updated periodically based on community data and threats.<\/li>\n<li>Designed for broad applicability, so details must be adapted by teams.<\/li>\n<\/ul>\n\n\n\n<p>Where it fits in modern cloud\/SRE workflows:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Input to threat modeling, code review, and CI gating.<\/li>\n<li>Used to define security SLIs and SLOs for application behavior.<\/li>\n<li>Incorporated into automated testing pipelines, runtime WAF\/IDS rules, and incident response playbooks.<\/li>\n<li>Informs low-friction guardrails for platform teams (e.g., secure platform images, default CSP).<\/li>\n<\/ul>\n\n\n\n<p>Diagram description (text-only):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&#8220;User requests enter edge services; edge handles authentication and filtering; requests traverse API gateway to microservices; services access data stores and external APIs; telemetry agents report runtime metrics and security events to monitoring and detection systems; CI\/CD injects security tests before deployment.&#8221;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">OWASP Top 10 in one sentence<\/h3>\n\n\n\n<p>A prioritized set of common web application security risks that teams use to focus testing, hardening, and monitoring efforts.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OWASP Top 10 vs related terms (TABLE REQUIRED)<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>ID<\/th>\n<th>Term<\/th>\n<th>How it differs from OWASP Top 10<\/th>\n<th>Common confusion<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>T1<\/td>\n<td>CVE<\/td>\n<td>Lists specific vulnerabilities not high-level risks<\/td>\n<td>Mistaken as identical lists<\/td>\n<\/tr>\n<tr>\n<td>T2<\/td>\n<td>SANS Top 25<\/td>\n<td>Focuses on coding errors vs app risk prioritization<\/td>\n<td>People swap them interchangeably<\/td>\n<\/tr>\n<tr>\n<td>T3<\/td>\n<td>NIST controls<\/td>\n<td>Formal control catalog versus community risk list<\/td>\n<td>Assumed to be compliance<\/td>\n<\/tr>\n<tr>\n<td>T4<\/td>\n<td>Threat model<\/td>\n<td>Contextual design exercise not a public list<\/td>\n<td>Thought to replace Top 10<\/td>\n<\/tr>\n<tr>\n<td>T5<\/td>\n<td>Security checklist<\/td>\n<td>Prescriptive tasks versus prioritized risks<\/td>\n<td>Used as one-size-fits-all checklist<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Row Details (only if any cell says \u201cSee details below\u201d)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>None<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Why does OWASP Top 10 matter?<\/h2>\n\n\n\n<p>Business impact:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Revenue: Exploited risks can cause data breaches, fraud, downtime, and regulatory fines.<\/li>\n<li>Trust: Users and partners expect basic security hygiene; breaches damage reputation.<\/li>\n<li>Risk: Prioritizing critical threats reduces attack surface quickly.<\/li>\n<\/ul>\n\n\n\n<p>Engineering impact:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Incident reduction: Addressing Top 10 items removes common causes of incidents.<\/li>\n<li>Velocity: Early integration of mitigations reduces rework and costly hotfixes.<\/li>\n<li>Developer productivity: Clear guidance helps teams ship secure code faster.<\/li>\n<\/ul>\n\n\n\n<p>SRE framing:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SLIs\/SLOs: Define security SLIs such as successful authorization checks or unauthenticated error percentage.<\/li>\n<li>Error budgets: Use security regressions to consume error budget and trigger reviews.<\/li>\n<li>Toil and on-call: Security incidents increase toil; automations and runbooks reduce on-call overhead.<\/li>\n<\/ul>\n\n\n\n<p>What breaks in production \u2014 realistic examples:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Broken access control lets attackers escalate privileges and move laterally.<\/li>\n<li>Injection bug causes data exfiltration and query corruption.<\/li>\n<li>Misconfigured cloud storage exposes customer PII publicly.<\/li>\n<li>Insufficient logging prevents detection of an ongoing breach.<\/li>\n<li>Excessive permissions on service accounts enable supply-chain compromise.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Where is OWASP Top 10 used? (TABLE REQUIRED)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>ID<\/th>\n<th>Layer\/Area<\/th>\n<th>How OWASP Top 10 appears<\/th>\n<th>Typical telemetry<\/th>\n<th>Common tools<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>L1<\/td>\n<td>Edge and CDN<\/td>\n<td>WAF rules and header policies<\/td>\n<td>Blocked request counts<\/td>\n<td>WAF, CDN logging<\/td>\n<\/tr>\n<tr>\n<td>L2<\/td>\n<td>API Gateway<\/td>\n<td>Authz failures and rate limits<\/td>\n<td>401s 403s and latency<\/td>\n<td>API gateway metrics<\/td>\n<\/tr>\n<tr>\n<td>L3<\/td>\n<td>Application Code<\/td>\n<td>Input validation and auth checks<\/td>\n<td>Error rates and audit logs<\/td>\n<td>SAST, RASP<\/td>\n<\/tr>\n<tr>\n<td>L4<\/td>\n<td>Data Layer<\/td>\n<td>SQL and NoSQL misuse patterns<\/td>\n<td>Query errors and access logs<\/td>\n<td>DB audit, query tracing<\/td>\n<\/tr>\n<tr>\n<td>L5<\/td>\n<td>CI\/CD<\/td>\n<td>SAST in pipelines and secret scans<\/td>\n<td>Scan pass rates<\/td>\n<td>CI plugins, scanners<\/td>\n<\/tr>\n<tr>\n<td>L6<\/td>\n<td>Platform infra<\/td>\n<td>IAM and metadata access patterns<\/td>\n<td>IAM change logs<\/td>\n<td>Cloud IAM, Config<\/td>\n<\/tr>\n<tr>\n<td>L7<\/td>\n<td>Observability<\/td>\n<td>Detection rules and alerts<\/td>\n<td>Security event streams<\/td>\n<td>SIEM, logging<\/td>\n<\/tr>\n<tr>\n<td>L8<\/td>\n<td>Incident Response<\/td>\n<td>Postmortem and playbooks<\/td>\n<td>Time-to-detect and remediate<\/td>\n<td>Ticketing, runbooks<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Row Details (only if needed)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>None<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">When should you use OWASP Top 10?<\/h2>\n\n\n\n<p>When it\u2019s necessary:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>New web apps or APIs being designed or audited.<\/li>\n<li>Security onboarding for product teams.<\/li>\n<li>\n<p>Prioritization for limited security resources.\nWhen it\u2019s optional:<\/p>\n<\/li>\n<li>\n<p>Mature programs with full threat models and bespoke controls.<\/p>\n<\/li>\n<li>\n<p>Systems that are completely out of scope of web attack surfaces.\nWhen NOT to use \/ overuse it:<\/p>\n<\/li>\n<li>\n<p>As the only security control; it should complement threat modeling and architecture reviews.<\/p>\n<\/li>\n<\/ul>\n\n\n\n<p>Decision checklist:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If public-facing API AND limited security staff -&gt; adopt Top 10 as baseline.<\/li>\n<li>If handling regulated data AND mature security -&gt; use Top 10 plus compliance controls.<\/li>\n<li>If legacy internal app with low exposure -&gt; consider risk-based lightweight adoption.<\/li>\n<\/ul>\n\n\n\n<p>Maturity ladder:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Beginner: Run Top 10 checklist and automated scans in CI.<\/li>\n<li>Intermediate: Integrate runtime detection and SLOs, paired with remediation SLAs.<\/li>\n<li>Advanced: Full CI\/CD security pipelines, chaos testing for security, continuous red team.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">How does OWASP Top 10 work?<\/h2>\n\n\n\n<p>Components and workflow:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Intake: Teams review Top 10 items relevant to application.<\/li>\n<li>Threat modeling: Map Top 10 risks to components.<\/li>\n<li>Testing: Static, dynamic, and runtime tests target those risks.<\/li>\n<li>Mitigation: Apply controls, WAF rules, least privilege, and input sanitization.<\/li>\n<li>Monitoring: Create SLIs and alerts for regression and exploitation signals.<\/li>\n<li>Feedback: Postmortems feed into backlog to close gaps.<\/li>\n<\/ol>\n\n\n\n<p>Data flow and lifecycle:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Requirements -&gt; Code -&gt; CI scans -&gt; Deploy -&gt; Runtime telemetry -&gt; Detection -&gt; Incident -&gt; Remediation -&gt; Update backlog and tests.<\/li>\n<\/ul>\n\n\n\n<p>Edge cases and failure modes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>False positives in scanners causing alert fatigue.<\/li>\n<li>WAF blocking legitimate traffic when rules are coarse.<\/li>\n<li>Runtime detection not enabled in production.<\/li>\n<li>Lack of telemetry causing missed indicators.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Typical architecture patterns for OWASP Top 10<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>API Gateway + Schema Validation: Use for microservices that centralize auth and input schema validation.<\/li>\n<li>Sidecar RASP: Runtime protection via sidecar agents for legacy monoliths.<\/li>\n<li>CI\/CD Gate + Shift-left Scanning: Block PR merges with critical SAST findings.<\/li>\n<li>Platform Guardrails: Platform team provides secure service templates and IAM policies.<\/li>\n<li>Serverless Function Hooking: Pre-deploy security testing and runtime instrumentation for function invocations.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Failure modes &amp; mitigation (TABLE REQUIRED)<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>ID<\/th>\n<th>Failure mode<\/th>\n<th>Symptom<\/th>\n<th>Likely cause<\/th>\n<th>Mitigation<\/th>\n<th>Observability signal<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>F1<\/td>\n<td>Alert fatigue<\/td>\n<td>Alerts ignored<\/td>\n<td>High false positive rate<\/td>\n<td>Tune rules and triage<\/td>\n<td>Alert noise rate<\/td>\n<\/tr>\n<tr>\n<td>F2<\/td>\n<td>Scanner gaps<\/td>\n<td>Missed vuln in prod<\/td>\n<td>Outdated rules<\/td>\n<td>Update signatures and tests<\/td>\n<td>Scan coverage %<\/td>\n<\/tr>\n<tr>\n<td>F3<\/td>\n<td>WAF blocking legit<\/td>\n<td>User complaints<\/td>\n<td>Overbroad rules<\/td>\n<td>Use allowlists and staged deploy<\/td>\n<td>Blocked request spikes<\/td>\n<\/tr>\n<tr>\n<td>F4<\/td>\n<td>Missing telemetry<\/td>\n<td>No detection<\/td>\n<td>No logging or sampling<\/td>\n<td>Instrument and retain logs<\/td>\n<td>Empty security streams<\/td>\n<\/tr>\n<tr>\n<td>F5<\/td>\n<td>Privilege creep<\/td>\n<td>Excessive access<\/td>\n<td>Poor IAM lifecycle<\/td>\n<td>Enforce least privilege<\/td>\n<td>IAM permission changes<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Row Details (only if needed)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>None<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Key Concepts, Keywords &amp; Terminology for OWASP Top 10<\/h2>\n\n\n\n<p>Provide a glossary of 40+ terms. Each entry: Term \u2014 1\u20132 line definition \u2014 why it matters \u2014 common pitfall<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Authentication \u2014 Mechanism proving identity \u2014 Prevents impersonation \u2014 Weak defaults or no MFA<\/li>\n<li>Authorization \u2014 Granting access rights \u2014 Controls resource access \u2014 Overbroad roles<\/li>\n<li>Input Validation \u2014 Ensuring input conforms to expectations \u2014 Prevents injections \u2014 Relying on client-side checks<\/li>\n<li>SQL Injection \u2014 Malicious SQL via input \u2014 Can leak or modify data \u2014 Concatenating queries<\/li>\n<li>XSS \u2014 Script injection into pages \u2014 Leads to session theft \u2014 Unsanitized output<\/li>\n<li>CSRF \u2014 Cross-site request forgery \u2014 Triggers state changes by victim \u2014 No anti-CSRF tokens<\/li>\n<li>Broken Access Control \u2014 Inadequate checks for privileges \u2014 Unauthorized actions possible \u2014 Trusting client-side flags<\/li>\n<li>Security Misconfiguration \u2014 Incorrect defaults or settings \u2014 Broad exposure \u2014 No configuration drift checks<\/li>\n<li>Sensitive Data Exposure \u2014 Inadequate protection for PII \u2014 Regulatory and trust risk \u2014 Storing plaintext secrets<\/li>\n<li>Cryptography Misuse \u2014 Incorrect crypto deployments \u2014 Weak confidentiality \u2014 Rolling custom crypto<\/li>\n<li>Dependency Vulnerability \u2014 Flaws in third-party libs \u2014 Supply chain risk \u2014 Not updating dependencies<\/li>\n<li>SAST \u2014 Static analysis for source code \u2014 Catches patterns early \u2014 Many false positives<\/li>\n<li>DAST \u2014 Dynamic testing of running app \u2014 Finds runtime issues \u2014 Limited coverage for logic flaws<\/li>\n<li>RASP \u2014 Runtime application protection \u2014 Stops attacks in real time \u2014 Performance overhead<\/li>\n<li>WAF \u2014 Web application firewall \u2014 Blocks common attacks \u2014 Rule management burden<\/li>\n<li>CSP \u2014 Content Security Policy \u2014 Mitigates XSS risk \u2014 Complex to implement on legacy apps<\/li>\n<li>IAM \u2014 Identity and Access Management \u2014 Controls user\/service permissions \u2014 Permission sprawl<\/li>\n<li>Secrets Management \u2014 Centralized secret storage \u2014 Prevents leaks \u2014 Secrets in code repositories<\/li>\n<li>Least Privilege \u2014 Minimal required access \u2014 Limits blast radius \u2014 Hard to maintain at scale<\/li>\n<li>Threat Modeling \u2014 Systematic risk analysis \u2014 Guides mitigations \u2014 Often skipped for speed<\/li>\n<li>Attack Surface \u2014 Exposed interfaces and data \u2014 Focus for hardening \u2014 Shadow services expand it<\/li>\n<li>RBAC \u2014 Role-based access control \u2014 Simplifies permissions \u2014 Roles can be too broad<\/li>\n<li>ABAC \u2014 Attribute-based access control \u2014 Contextual decisions \u2014 Complex policy management<\/li>\n<li>Rate Limiting \u2014 Throttling requests \u2014 Mitigates DoS and brute force \u2014 Can block legitimate spikes<\/li>\n<li>Audit Logging \u2014 Record of actions \u2014 Essential for forensics \u2014 Insufficient retention<\/li>\n<li>SIEM \u2014 Event aggregation and analysis \u2014 Correlates signals \u2014 Alert tuning required<\/li>\n<li>Observability \u2014 Metrics, logs, traces \u2014 Enables detection \u2014 Missing instrumentation<\/li>\n<li>Canary Deployments \u2014 Gradual rollout pattern \u2014 Reduces blast radius \u2014 Needs rollback automation<\/li>\n<li>Chaos Engineering \u2014 Fault injection practice \u2014 Tests resilience \u2014 Risky if unscoped<\/li>\n<li>Red Teaming \u2014 Simulated adversary testing \u2014 Reveals real gaps \u2014 Costly resource-wise<\/li>\n<li>Penetration Testing \u2014 Manual security testing \u2014 Finds logic flaws \u2014 Not continuous<\/li>\n<li>SLO \u2014 Service level objective \u2014 Security SLOs limit regressions \u2014 Hard to quantify for security<\/li>\n<li>SLI \u2014 Service level indicator \u2014 Measurement for SLOs \u2014 Choose actionable metrics<\/li>\n<li>Error Budget \u2014 Allowable rate of failures \u2014 Triggers corrective action \u2014 Hard to allocate to security<\/li>\n<li>Supply Chain Security \u2014 Securing dependencies and build pipeline \u2014 Prevents upstream compromise \u2014 Overlooked in infra-as-code<\/li>\n<li>IaC \u2014 Infrastructure as Code \u2014 Declarative infra management \u2014 Misconfigurations propagate<\/li>\n<li>Container Escape \u2014 Breakout from container to host \u2014 Critical for multitenant infra \u2014 Weak kernel or runtime<\/li>\n<li>Least Privilege Service Account \u2014 Minimal permissions for services \u2014 Limits misuse \u2014 Not enforced automatically<\/li>\n<li>Binary Signing \u2014 Verify artifact integrity \u2014 Protects CI\/CD pipeline \u2014 Not universally used<\/li>\n<li>Static Secrets \u2014 Hardcoded credentials \u2014 Immediate risk \u2014 Hard to rotate<\/li>\n<li>Dynamic Secrets \u2014 Short-lived credentials issued by vaults \u2014 Reduces long-term exposure \u2014 Requires integration<\/li>\n<li>Observability Pipeline \u2014 Transport and storage of telemetry \u2014 Enables detection \u2014 Losing context during aggregation<\/li>\n<li>Automation Playbook \u2014 Scripted remediation steps \u2014 Reduces toil \u2014 Complexity increases maintenance<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">How to Measure OWASP Top 10 (Metrics, SLIs, SLOs) (TABLE REQUIRED)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>ID<\/th>\n<th>Metric\/SLI<\/th>\n<th>What it tells you<\/th>\n<th>How to measure<\/th>\n<th>Starting target<\/th>\n<th>Gotchas<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>M1<\/td>\n<td>Auth failure rate<\/td>\n<td>Unsuccessful auth attempts<\/td>\n<td>401 count divided by requests<\/td>\n<td>&lt;0.5%<\/td>\n<td>Bots inflate rate<\/td>\n<\/tr>\n<tr>\n<td>M2<\/td>\n<td>Unauthorized ops<\/td>\n<td>Authorization failures<\/td>\n<td>403 count per 10k ops<\/td>\n<td>&lt;0.1%<\/td>\n<td>Misconfigured clients<\/td>\n<\/tr>\n<tr>\n<td>M3<\/td>\n<td>Injection attempt rate<\/td>\n<td>Detected injection patterns<\/td>\n<td>WAF blocked injection events<\/td>\n<td>Reduce month over month<\/td>\n<td>Rule tuning needed<\/td>\n<\/tr>\n<tr>\n<td>M4<\/td>\n<td>Sensitive data exposures<\/td>\n<td>Incidents of exposed PII<\/td>\n<td>Incidents logged<\/td>\n<td>Zero tolerance SLAs<\/td>\n<td>Detection visibility<\/td>\n<\/tr>\n<tr>\n<td>M5<\/td>\n<td>Vulnerable deps count<\/td>\n<td>Known vuln libs in use<\/td>\n<td>SCA scan results<\/td>\n<td>Decrease quarterly<\/td>\n<td>False positives<\/td>\n<\/tr>\n<tr>\n<td>M6<\/td>\n<td>Security test coverage<\/td>\n<td>Percent of rules covered by tests<\/td>\n<td>Tests passing \/ total tests<\/td>\n<td>&gt;80%<\/td>\n<td>Tests may be superficial<\/td>\n<\/tr>\n<tr>\n<td>M7<\/td>\n<td>Time-to-detect sec<\/td>\n<td>Detection latency<\/td>\n<td>Time from exploit to alert<\/td>\n<td>&lt;1 hour for high risk<\/td>\n<td>Depends on telemetry<\/td>\n<\/tr>\n<tr>\n<td>M8<\/td>\n<td>Time-to-remediate hrs<\/td>\n<td>Remediation time<\/td>\n<td>Time from detection to fix<\/td>\n<td>&lt;72 hours for critical<\/td>\n<td>Resource contention<\/td>\n<\/tr>\n<tr>\n<td>M9<\/td>\n<td>Secrets in code<\/td>\n<td>Count of secrets found<\/td>\n<td>Secret-scan results<\/td>\n<td>Zero<\/td>\n<td>Scanners miss encodings<\/td>\n<\/tr>\n<tr>\n<td>M10<\/td>\n<td>Logging completeness<\/td>\n<td>Percent of key actions logged<\/td>\n<td>Compare required events vs logged<\/td>\n<td>&gt;95%<\/td>\n<td>Storage and privacy limits<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Row Details (only if needed)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>None<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Best tools to measure OWASP Top 10<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Tool \u2014 Static Application Security Testing (SAST) tool<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What it measures for OWASP Top 10: Code patterns that indicate vulnerabilities.<\/li>\n<li>Best-fit environment: Source-controlled CI\/CD pipelines.<\/li>\n<li>Setup outline:<\/li>\n<li>Integrate scanner into pull request checks.<\/li>\n<li>Define rule sets for languages used.<\/li>\n<li>Configure severity thresholds to fail builds.<\/li>\n<li>Run full scans nightly.<\/li>\n<li>Triage and suppress known false positives.<\/li>\n<li>Strengths:<\/li>\n<li>Finds coding errors early.<\/li>\n<li>Automatable in CI.<\/li>\n<li>Limitations:<\/li>\n<li>False positives and limited detection of runtime issues.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Tool \u2014 Dynamic Application Security Testing (DAST) tool<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What it measures for OWASP Top 10: Runtime vulnerabilities visible over HTTP.<\/li>\n<li>Best-fit environment: Staging or pre-production environments.<\/li>\n<li>Setup outline:<\/li>\n<li>Point scanner at staging endpoints.<\/li>\n<li>Authenticated scan for protected routes.<\/li>\n<li>Schedule regular scans and after major releases.<\/li>\n<li>Strengths:<\/li>\n<li>Finds issues SAST may miss, like auth problems.<\/li>\n<li>Tests running configurations.<\/li>\n<li>Limitations:<\/li>\n<li>Needs stable staging; can be slow.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Tool \u2014 Software Composition Analysis (SCA)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What it measures for OWASP Top 10: Known vulnerable dependencies and licenses.<\/li>\n<li>Best-fit environment: Build pipelines and repo scans.<\/li>\n<li>Setup outline:<\/li>\n<li>Scan dependency manifests in CI.<\/li>\n<li>Block builds on critical CVEs.<\/li>\n<li>Track vulnerability aging and remediation.<\/li>\n<li>Strengths:<\/li>\n<li>Reduces supply-chain risk.<\/li>\n<li>Often integrates with issue trackers.<\/li>\n<li>Limitations:<\/li>\n<li>Requires updating policies for acceptable risk.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Tool \u2014 Runtime Application Self-Protection (RASP)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What it measures for OWASP Top 10: Live attack attempts and context-aware blocking.<\/li>\n<li>Best-fit environment: Production with low-latency overhead tolerance.<\/li>\n<li>Setup outline:<\/li>\n<li>Deploy agent or sidecar.<\/li>\n<li>Configure blocking vs alerting modes.<\/li>\n<li>Monitor performance impact.<\/li>\n<li>Strengths:<\/li>\n<li>Real-time mitigation.<\/li>\n<li>Contextual attack understanding.<\/li>\n<li>Limitations:<\/li>\n<li>Performance cost and complexity.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Tool \u2014 WAF (Web Application Firewall)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What it measures for OWASP Top 10: Blocked malicious requests matching rules.<\/li>\n<li>Best-fit environment: Edge and API layers.<\/li>\n<li>Setup outline:<\/li>\n<li>Baseline in monitoring-only mode.<\/li>\n<li>Incrementally enable block rules.<\/li>\n<li>Integrate with logging and SIEM.<\/li>\n<li>Strengths:<\/li>\n<li>Immediate protection against common vectors.<\/li>\n<li>Easy to deploy at edge.<\/li>\n<li>Limitations:<\/li>\n<li>Rule management and false positives.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Recommended dashboards &amp; alerts for OWASP Top 10<\/h3>\n\n\n\n<p>Executive dashboard:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Panels: High-level security posture, trending vulnerable deps, critical incident count, time-to-remediate, SLO burn rate.<\/li>\n<li>Why: Provide leadership a compact view of risk and program progress.<\/li>\n<\/ul>\n\n\n\n<p>On-call dashboard:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Panels: Active security incidents, top failing endpoints, recent 403\/401 spikes, WAF blocks, authentication failure trends.<\/li>\n<li>Why: Enables responders to triage quickly and find root causes.<\/li>\n<\/ul>\n\n\n\n<p>Debug dashboard:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Panels: Request traces for suspicious flows, user session activity, input payload samples, endpoint latency and errors, detailed WAF logs.<\/li>\n<li>Why: Supports deep troubleshooting and forensic analysis.<\/li>\n<\/ul>\n\n\n\n<p>Alerting guidance:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Page vs ticket: Page for active exploitation indicators and critical SLO breach; ticket for scanner findings and low-severity regressions.<\/li>\n<li>Burn-rate guidance: Use accelerated paging when SLO burn rate exceeds 3x baseline for security SLOs.<\/li>\n<li>Noise reduction tactics: Deduplicate identical alerts, group alerts by root cause, suppress known benign scans, and implement alert scoring.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Implementation Guide (Step-by-step)<\/h2>\n\n\n\n<p>1) Prerequisites\n&#8211; Inventory of apps and APIs.\n&#8211; Baseline threat model and risk register.\n&#8211; CI\/CD integration points and telemetry pipeline.<\/p>\n\n\n\n<p>2) Instrumentation plan\n&#8211; Define SLIs and key events to log.\n&#8211; Ensure standardized request and error logging.\n&#8211; Add correlation IDs for traces.<\/p>\n\n\n\n<p>3) Data collection\n&#8211; Centralize logs and metrics into observability platform.\n&#8211; Enable WAF and RASP telemetry to flow to SIEM.\n&#8211; Retain logs per policy for forensics.<\/p>\n\n\n\n<p>4) SLO design\n&#8211; Choose SLI measurements (auth failures, time-to-detect).\n&#8211; Set targets based on business risk and capacity.<\/p>\n\n\n\n<p>5) Dashboards\n&#8211; Build executive, on-call, and debug dashboards.\n&#8211; Add drill-down links and runbook references.<\/p>\n\n\n\n<p>6) Alerts &amp; routing\n&#8211; Create alert rules for critical exploit indicators.\n&#8211; Define paging thresholds and owner rotations.<\/p>\n\n\n\n<p>7) Runbooks &amp; automation\n&#8211; Write automated playbooks for containment (IP blocks, WAF rule toggle, revoking tokens).\n&#8211; Automate remediation for common issues (dependency updates via PR).<\/p>\n\n\n\n<p>8) Validation (load\/chaos\/game days)\n&#8211; Execute security game days and red team events.\n&#8211; Run chaos tests that simulate attacker behaviors.<\/p>\n\n\n\n<p>9) Continuous improvement\n&#8211; Feed postmortems into CI gates and platform templates.\n&#8211; Iterate SLOs and detection rules monthly.<\/p>\n\n\n\n<p>Checklists<\/p>\n\n\n\n<p>Pre-production checklist:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Threat model completed.<\/li>\n<li>SAST and SCA integrated in CI.<\/li>\n<li>Sensitive data scanning enabled.<\/li>\n<li>Auth and authz tests in integration suite.<\/li>\n<li>CSP and secure headers configured.<\/li>\n<\/ul>\n\n\n\n<p>Production readiness checklist:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Runtime telemetry flowing to SIEM.<\/li>\n<li>WAF in monitoring mode and tuned.<\/li>\n<li>Secrets stored in vault with rotation.<\/li>\n<li>Incident runbooks published and tested.<\/li>\n<\/ul>\n\n\n\n<p>Incident checklist specific to OWASP Top 10:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Contain: Activate WAF block rules or IP bans.<\/li>\n<li>Triage: Gather request traces, logs, and user session data.<\/li>\n<li>Eradicate: Patch code or revoke compromised credentials.<\/li>\n<li>Recover: Rollback or redeploy after fix.<\/li>\n<li>Review: Postmortem and update tests and SLOs.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Use Cases of OWASP Top 10<\/h2>\n\n\n\n<p>Provide 8\u201312 use cases:<\/p>\n\n\n\n<p>1) New Public API Launch\n&#8211; Context: Public-facing API exposes user data.\n&#8211; Problem: Rapid development may miss authorization checks.\n&#8211; Why OWASP Top 10 helps: Focuses on broken access control and injection risks.\n&#8211; What to measure: 403\/401 ratio, injection attempt rate.\n&#8211; Typical tools: API gateway metrics, DAST, SAST.<\/p>\n\n\n\n<p>2) Rapidly Iterating SaaS Product\n&#8211; Context: High-release cadence and many contributors.\n&#8211; Problem: Security regressions slip into production.\n&#8211; Why OWASP Top 10 helps: Baseline for shift-left testing and runtime detection.\n&#8211; What to measure: Test coverage of Top 10 rules, time-to-remediate.\n&#8211; Typical tools: CI SAST, SCA, monitoring.<\/p>\n\n\n\n<p>3) Migrating Monolith to Microservices\n&#8211; Context: Decomposition increases surface area.\n&#8211; Problem: Inconsistent auth and misconfigurations across services.\n&#8211; Why OWASP Top 10 helps: Guides consistent authz and input validation.\n&#8211; What to measure: Inter-service auth failures, telemetry gaps.\n&#8211; Typical tools: API gateway, service mesh, centralized IAM.<\/p>\n\n\n\n<p>4) Serverless Function Deployment\n&#8211; Context: Short-lived functions with event triggers.\n&#8211; Problem: Over-permissioned function roles and secret leaks.\n&#8211; Why OWASP Top 10 helps: Highlights least privilege and secret management.\n&#8211; What to measure: IAM usage, secrets exposed.\n&#8211; Typical tools: Secrets manager, function logs, SCA.<\/p>\n\n\n\n<p>5) Customer Data Store Upgrade\n&#8211; Context: Migrate database with PII.\n&#8211; Problem: Storage misconfig or poor encryption.\n&#8211; Why OWASP Top 10 helps: Sensitive data exposure focus.\n&#8211; What to measure: Encryption at rest flags, public access events.\n&#8211; Typical tools: DB auditing, config scanning.<\/p>\n\n\n\n<p>6) Third-party Library Refresh\n&#8211; Context: Updating dependencies after CVE disclosures.\n&#8211; Problem: Supply-chain vulnerabilities.\n&#8211; Why OWASP Top 10 helps: Prioritizes dependency risk.\n&#8211; What to measure: Vulnerable deps count, patch lead time.\n&#8211; Typical tools: SCA, patching automation.<\/p>\n\n\n\n<p>7) Platform Team Guardrails\n&#8211; Context: Provide secure foundation for internal teams.\n&#8211; Problem: Teams deploying insecure configs.\n&#8211; Why OWASP Top 10 helps: Create default secure templates and policies.\n&#8211; What to measure: Template adoption, config drift.\n&#8211; Typical tools: Policy as code, IaC scanning.<\/p>\n\n\n\n<p>8) Incident Response Improvement\n&#8211; Context: Slow detection and confusing investigations.\n&#8211; Problem: Lack of security telemetry and runbooks.\n&#8211; Why OWASP Top 10 helps: Standardizes signals to monitor and playbooks.\n&#8211; What to measure: Time-to-detect, postmortem action completion.\n&#8211; Typical tools: SIEM, runbook automation.<\/p>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Scenario Examples (Realistic, End-to-End)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Scenario #1 \u2014 Kubernetes cluster exposed API misconfiguration<\/h3>\n\n\n\n<p><strong>Context:<\/strong> A web service runs in Kubernetes behind an ingress with RBAC and a service mesh.\n<strong>Goal:<\/strong> Prevent broken access control and detect exploitation.\n<strong>Why OWASP Top 10 matters here:<\/strong> K8s misconfigs and authz gaps map to Top 10 risks and increase blast radius.\n<strong>Architecture \/ workflow:<\/strong> Ingress -&gt; API gateway -&gt; service mesh -&gt; microservices -&gt; DB.\n<strong>Step-by-step implementation:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Inventory services and endpoints.<\/li>\n<li>Add schema validation at API gateway.<\/li>\n<li>Enforce mTLS and RBAC in service mesh.<\/li>\n<li>Enable audit logging at API and cluster level.<\/li>\n<li>Deploy SAST, DAST, and runtime RASP.\n<strong>What to measure:<\/strong> 403 ratio, audit event completeness, blocked WAF events.\n<strong>Tools to use and why:<\/strong> Ingress controller logs, service mesh telemetry, SCA, SIEM.\n<strong>Common pitfalls:<\/strong> Not collecting pod-level logs or skipping mesh RBAC for internal services.\n<strong>Validation:<\/strong> Run DAST against staging and simulate privilege escalation in blue-team exercise.\n<strong>Outcome:<\/strong> Reduced unauthorized access incidents and faster containment.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Scenario #2 \u2014 Serverless function processing payments<\/h3>\n\n\n\n<p><strong>Context:<\/strong> Event-driven functions in managed PaaS processing payment data.\n<strong>Goal:<\/strong> Protect sensitive data and enforce least privilege.\n<strong>Why OWASP Top 10 matters here:<\/strong> Sensitive data exposure and misconfigurations are common in serverless.\n<strong>Architecture \/ workflow:<\/strong> Event source -&gt; function -&gt; secrets manager -&gt; payment processor API.\n<strong>Step-by-step implementation:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use short-lived dynamic secrets from vault.<\/li>\n<li>Limit function role permissions to minimal actions.<\/li>\n<li>Add input validation and output sanitization.<\/li>\n<li>Monitor invocation patterns and error spikes.\n<strong>What to measure:<\/strong> Secrets in code count, IAM permission changes, invocation anomaly rate.\n<strong>Tools to use and why:<\/strong> Secrets manager, function logs, SCA.\n<strong>Common pitfalls:<\/strong> Embedding API keys in environment variables or logs.\n<strong>Validation:<\/strong> Run simulated exfiltration attempts in sandbox and verify detection.\n<strong>Outcome:<\/strong> Minimized secret exposure and clearer audit trails.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Scenario #3 \u2014 Incident response and postmortem for an injection attack<\/h3>\n\n\n\n<p><strong>Context:<\/strong> Production incident where attackers used injection to exfiltrate customer records.\n<strong>Goal:<\/strong> Contain, remediate, and prevent recurrence.\n<strong>Why OWASP Top 10 matters here:<\/strong> Injection is a Top 10 class and guides remediation steps.\n<strong>Architecture \/ workflow:<\/strong> Vulnerable endpoint -&gt; DB -&gt; exfiltration channel detected by anomaly metrics.\n<strong>Step-by-step implementation:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Contain by disabling endpoint and toggling WAF blocks.<\/li>\n<li>Gather request logs and traces; snapshot affected DB.<\/li>\n<li>Patch code to use parameterized queries and re-deploy.<\/li>\n<li>Run SAST and DAST to validate fix.<\/li>\n<li>Conduct postmortem with root cause and action items.\n<strong>What to measure:<\/strong> Time-to-detect, number of records exfiltrated, remediation time.\n<strong>Tools to use and why:<\/strong> WAF logs, SIEM, SAST, DB audit logs.\n<strong>Common pitfalls:<\/strong> Incomplete logs or delayed backups.\n<strong>Validation:<\/strong> Execute tabletop exercise and run regression tests.\n<strong>Outcome:<\/strong> Patch applied and new CI gate prevents regression.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Scenario #4 \u2014 Cost vs performance trade-off for runtime protection<\/h3>\n\n\n\n<p><strong>Context:<\/strong> High-traffic service where RASP introduces latency.\n<strong>Goal:<\/strong> Balance security with latency and cost.\n<strong>Why OWASP Top 10 matters here:<\/strong> Runtime protection reduces risk but may impact SLAs.\n<strong>Architecture \/ workflow:<\/strong> Load balancer -&gt; services with RASP sidecar -&gt; backend.\n<strong>Step-by-step implementation:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Baseline latency and CPU overhead of RASP in staging.<\/li>\n<li>Canary RASP on a subset of instances.<\/li>\n<li>Use sample-based inspection for low-priority events.<\/li>\n<li>Automate scaling to absorb overhead during peaks.\n<strong>What to measure:<\/strong> Request latency, CPU cost, blocked attacks prevented.\n<strong>Tools to use and why:<\/strong> APM, cost monitoring, RASP telemetry.\n<strong>Common pitfalls:<\/strong> Enabling full blocking by default and causing false-negative performance impact.\n<strong>Validation:<\/strong> Load testing with RASP under production traffic patterns.\n<strong>Outcome:<\/strong> Controlled deployment with acceptable overhead and attack reduction.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Common Mistakes, Anti-patterns, and Troubleshooting<\/h2>\n\n\n\n<p>List 20 mistakes with Symptom -&gt; Root cause -&gt; Fix (include observability pitfalls)<\/p>\n\n\n\n<p>1) Symptom: High false positive alerts -&gt; Root cause: Overbroad scanner rules -&gt; Fix: Tune rules and whitelist safe patterns\n2) Symptom: No alerts on exploit -&gt; Root cause: Missing telemetry -&gt; Fix: Instrument critical flows and retain logs\n3) Symptom: WAF blocking users -&gt; Root cause: Aggressive rules without testing -&gt; Fix: Staged deployment and exception lists\n4) Symptom: Secrets leaked in repo -&gt; Root cause: Hardcoded credentials -&gt; Fix: Use secrets manager and scan repos\n5) Symptom: Long time-to-detect -&gt; Root cause: No SIEM correlation -&gt; Fix: Centralize logs and build detection rules\n6) Symptom: Dependency vulnerabilities not remediated -&gt; Root cause: No patch policy -&gt; Fix: Enforce patch windows and automate PRs\n7) Symptom: Authorization bypass found in prod -&gt; Root cause: Inconsistent auth checks -&gt; Fix: Centralize auth logic and test\n8) Symptom: Scan halted CI -&gt; Root cause: Blocking on low severity -&gt; Fix: Set thresholds and triage workflows\n9) Symptom: Poor postmortem actions -&gt; Root cause: Blame culture or no templates -&gt; Fix: Use structured postmortems and action tracking\n10) Symptom: Incomplete audit trail -&gt; Root cause: Logging disabled for performance -&gt; Fix: Sample selectively and enrich logs\n11) Symptom: Overloaded on-call -&gt; Root cause: Too many noisy alerts -&gt; Fix: Dedupe and group alerts by issue\n12) Symptom: Misconfigured IAM role exposed -&gt; Root cause: Manual permission grants -&gt; Fix: Use role templates and automated reviews\n13) Symptom: Scanner misses auth flaws -&gt; Root cause: Unauthenticated scans only -&gt; Fix: Use authenticated scanning in staging\n14) Symptom: Runtime agent causes crashes -&gt; Root cause: Agent incompatibility -&gt; Fix: Test agents across versions and limit resource use\n15) Symptom: Broken CSP causes site features to fail -&gt; Root cause: Overly restrictive CSP deployed creation -&gt; Fix: Incrementally tighten CSP\n16) Symptom: No SLO for security -&gt; Root cause: Hard to quantify security -&gt; Fix: Define measurable SLIs and targets\n17) Symptom: Delayed patching due to release cycle -&gt; Root cause: Release gating policies -&gt; Fix: Emergency patch windows and canary fixes\n18) Symptom: False negatives in logs -&gt; Root cause: Log sampling dropping security events -&gt; Fix: Ensure high-fidelity sampling for security signals\n19) Symptom: Ineffective runbooks -&gt; Root cause: Unevaluated playbooks and unclear ownership -&gt; Fix: Test runbooks in drills and assign owners\n20) Symptom: Unknown inventory -&gt; Root cause: Shadow services and deploys -&gt; Fix: Enforce platform templates and discovery scans<\/p>\n\n\n\n<p>Observability pitfalls (at least 5):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Symptom: Missing correlation IDs -&gt; Root cause: No request tracing -&gt; Fix: Add correlation IDs in middleware.<\/li>\n<li>Symptom: Logs lacking user context -&gt; Root cause: PII avoidance overcorrected -&gt; Fix: Log non-sensitive identifiers.<\/li>\n<li>Symptom: Delayed log ingestion -&gt; Root cause: Backpressure in pipeline -&gt; Fix: Improve pipeline capacity and backoff.<\/li>\n<li>Symptom: Ambiguous alert signals -&gt; Root cause: Mixed signal sources -&gt; Fix: Normalize event schemas.<\/li>\n<li>Symptom: Low retention for security logs -&gt; Root cause: Cost savings -&gt; Fix: Tiered storage with cold archives.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Best Practices &amp; Operating Model<\/h2>\n\n\n\n<p>Ownership and on-call:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Security and platform teams share ownership; product teams own app-level fixes.<\/li>\n<li>On-call rotations should include a security escalation path.<\/li>\n<\/ul>\n\n\n\n<p>Runbooks vs playbooks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Runbook: Step-by-step for specific incidents with commands and checklists.<\/li>\n<li>Playbook: Higher-level strategy for classes of incidents and escalation trees.<\/li>\n<\/ul>\n\n\n\n<p>Safe deployments:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use canary and progressive rollouts with easy rollback.<\/li>\n<li>Automate rollbacks on SLO breaches.<\/li>\n<\/ul>\n\n\n\n<p>Toil reduction and automation:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automate dependency updates and PRs.<\/li>\n<li>Automate common containments like toggling WAF rules.<\/li>\n<\/ul>\n\n\n\n<p>Security basics:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Enforce least privilege, central secrets, secure defaults, and automated scanning.<\/li>\n<\/ul>\n\n\n\n<p>Weekly\/monthly routines:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Weekly: Triage new critical scanner results and review failed builds.<\/li>\n<li>Monthly: Review Top 10 telemetry trends and SLO compliance.<\/li>\n<li>Quarterly: Run red team or full penetration testing.<\/li>\n<\/ul>\n\n\n\n<p>What to review in postmortems related to OWASP Top 10:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which Top 10 category was exploited.<\/li>\n<li>Which detections fired and their effectiveness.<\/li>\n<li>Tests added to CI to prevent regression.<\/li>\n<li>Ownership and timeline for fixes.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Tooling &amp; Integration Map for OWASP Top 10 (TABLE REQUIRED)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>ID<\/th>\n<th>Category<\/th>\n<th>What it does<\/th>\n<th>Key integrations<\/th>\n<th>Notes<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>I1<\/td>\n<td>SAST<\/td>\n<td>Static code analysis<\/td>\n<td>CI, PRs, issue trackers<\/td>\n<td>Use in PR gates<\/td>\n<\/tr>\n<tr>\n<td>I2<\/td>\n<td>DAST<\/td>\n<td>Runtime scanning<\/td>\n<td>Staging endpoints, CI<\/td>\n<td>Authenticated scans needed<\/td>\n<\/tr>\n<tr>\n<td>I3<\/td>\n<td>SCA<\/td>\n<td>Dependency scanning<\/td>\n<td>Build systems, ticketing<\/td>\n<td>Automate PRs<\/td>\n<\/tr>\n<tr>\n<td>I4<\/td>\n<td>WAF<\/td>\n<td>Edge protection<\/td>\n<td>CDN, SIEM<\/td>\n<td>Staged rules recommended<\/td>\n<\/tr>\n<tr>\n<td>I5<\/td>\n<td>RASP<\/td>\n<td>Runtime protection<\/td>\n<td>App runtime, APM<\/td>\n<td>Monitor performance<\/td>\n<\/tr>\n<tr>\n<td>I6<\/td>\n<td>Secrets mgr<\/td>\n<td>Secrets lifecycle<\/td>\n<td>CI, runtimes<\/td>\n<td>Dynamic secrets preferred<\/td>\n<\/tr>\n<tr>\n<td>I7<\/td>\n<td>SIEM<\/td>\n<td>Event correlation<\/td>\n<td>Log sources, alerting<\/td>\n<td>Critical for detection<\/td>\n<\/tr>\n<tr>\n<td>I8<\/td>\n<td>IAM tooling<\/td>\n<td>Permission audit<\/td>\n<td>Cloud provider APIs<\/td>\n<td>Enforce least privilege<\/td>\n<\/tr>\n<tr>\n<td>I9<\/td>\n<td>Observability<\/td>\n<td>Traces and metrics<\/td>\n<td>App and infra agents<\/td>\n<td>Correlate security signals<\/td>\n<\/tr>\n<tr>\n<td>I10<\/td>\n<td>IaC scanner<\/td>\n<td>Config checks<\/td>\n<td>GitOps pipelines<\/td>\n<td>Prevent misconfigs<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Row Details (only if needed)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>None<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently Asked Questions (FAQs)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What exactly does OWASP Top 10 cover?<\/h3>\n\n\n\n<p>It covers prioritized web application security risks and guidance; it is not exhaustive and should complement threat modeling.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Is OWASP Top 10 a compliance standard?<\/h3>\n\n\n\n<p>No. It is an industry awareness document, not a regulatory compliance checklist.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How often is the Top 10 updated?<\/h3>\n\n\n\n<p>Varies \/ depends.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Can Top 10 replace penetration testing?<\/h3>\n\n\n\n<p>No. It helps prioritize risks but does not replace manual, creative testing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Should every item be blocked by WAF?<\/h3>\n\n\n\n<p>Not necessarily. WAFs are one layer; some items need code fixes and platform controls.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How do I integrate Top 10 into CI\/CD?<\/h3>\n\n\n\n<p>Add SAST and SCA to PR checks, schedule DAST for staging, and gate merges on critical findings.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How to measure success for Top 10 initiatives?<\/h3>\n\n\n\n<p>Use SLIs like time-to-detect, time-to-remediate, and vulnerable deps count to track progress.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Are there differences for serverless?<\/h3>\n\n\n\n<p>Yes. Focus more on least privilege, secrets, and telemetry for short-lived functions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How do I prevent alert fatigue?<\/h3>\n\n\n\n<p>Tune rules, dedupe alerts, and prioritize pages only for indicators of active exploitation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What team should own fixes?<\/h3>\n\n\n\n<p>Product teams own code fixes; platform\/security teams own runtime controls and guardrails.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How to prioritize which Top 10 item to address first?<\/h3>\n\n\n\n<p>Prioritize by exposure, data sensitivity, and exploitability for your context.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Do I need budget for commercial tools?<\/h3>\n\n\n\n<p>Not strictly, but commercial tools can accelerate automation and coverage; open-source options exist.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How does Top 10 relate to SLOs?<\/h3>\n\n\n\n<p>Use Top 10 to define security SLIs and SLOs that trigger remediation workflows.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Can automation cause new risks?<\/h3>\n\n\n\n<p>Yes. Automations that apply fixes without review may introduce regressions; guard with canaries.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How to test for logical flaws not in Top 10?<\/h3>\n\n\n\n<p>Use manual threat modeling, penetration testing, and red-team exercises.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What&#8217;s the quickest win for a small team?<\/h3>\n\n\n\n<p>Enable SCA and automated secret scanning in CI and add schema validation at the gateway.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How do I handle third-party SaaS providers?<\/h3>\n\n\n\n<p>Assess provider security posture, require contracts for incident response, and monitor access logs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Is the Top 10 relevant to internal-only apps?<\/h3>\n\n\n\n<p>Yes, because internal breaches and lateral movement still pose risk.<\/p>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>OWASP Top 10 is a practical, prioritized entry point for web application security in modern cloud-native environments. It should be integrated into CI\/CD, platform guardrails, and observability to reduce incidents and accelerate remediation. Use it as a living guide alongside threat modeling, runtime detection, and automation.<\/p>\n\n\n\n<p>Next 7 days plan:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Day 1: Inventory public-facing endpoints and map to Top 10 categories.<\/li>\n<li>Day 2: Add SCA and secret scanning to CI and block high-risk builds.<\/li>\n<li>Day 3: Enable centralized logging and ensure key events are recorded.<\/li>\n<li>Day 4: Run a DAST scan against staging and triage findings.<\/li>\n<li>Day 5: Create one security SLO and dashboard panels.<\/li>\n<li>Day 6: Publish an incident runbook for a Top 10 category.<\/li>\n<li>Day 7: Plan a game day to validate detection and runbooks.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Appendix \u2014 OWASP Top 10 Keyword Cluster (SEO)<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Primary keywords<\/li>\n<li>OWASP Top 10<\/li>\n<li>OWASP Top10 2026<\/li>\n<li>web application security risks<\/li>\n<li>application security checklist<\/li>\n<li>\n<p>Top 10 security vulnerabilities<\/p>\n<\/li>\n<li>\n<p>Secondary keywords<\/p>\n<\/li>\n<li>injection vulnerabilities<\/li>\n<li>broken access control<\/li>\n<li>sensitive data exposure<\/li>\n<li>security misconfiguration<\/li>\n<li>security in CI CD<\/li>\n<li>runtime application security<\/li>\n<li>SAST and DAST<\/li>\n<li>dependency vulnerabilities<\/li>\n<li>secrets management<\/li>\n<li>\n<p>web application firewall<\/p>\n<\/li>\n<li>\n<p>Long-tail questions<\/p>\n<\/li>\n<li>How to implement OWASP Top 10 in CI CD<\/li>\n<li>How to measure OWASP Top 10 risks with SLIs<\/li>\n<li>Best tools for OWASP Top 10 in Kubernetes<\/li>\n<li>How does OWASP Top 10 apply to serverless functions<\/li>\n<li>Steps to integrate OWASP Top 10 into sprint planning<\/li>\n<li>How to create SLOs for security vulnerabilities<\/li>\n<li>What is the difference between OWASP Top 10 and SANS Top 25<\/li>\n<li>How to reduce false positives from security scanners<\/li>\n<li>How to build observability for security incidents<\/li>\n<li>\n<p>How to write runbooks for OWASP Top 10 incidents<\/p>\n<\/li>\n<li>\n<p>Related terminology<\/p>\n<\/li>\n<li>SLO for security<\/li>\n<li>SLI examples for auth failures<\/li>\n<li>runtime protection<\/li>\n<li>API gateway security<\/li>\n<li>service mesh RBAC<\/li>\n<li>canary security deployments<\/li>\n<li>chaos engineering for security<\/li>\n<li>dependency scanning<\/li>\n<li>secret rotation<\/li>\n<li>CI security gates<\/li>\n<li>IaC security checks<\/li>\n<li>CSP best practices<\/li>\n<li>RBAC vs ABAC<\/li>\n<li>SIEM correlation<\/li>\n<li>RASP sidecar<\/li>\n<li>WAF tuning<\/li>\n<li>observability pipeline<\/li>\n<li>security automation playbook<\/li>\n<li>postmortem action item<\/li>\n<li>platform guardrails<\/li>\n<li>least privilege enforcement<\/li>\n<li>supply chain protection<\/li>\n<li>static secrets detection<\/li>\n<li>dynamic secret issuance<\/li>\n<li>log retention policy<\/li>\n<li>threat modeling workshop<\/li>\n<li>penetration testing cadence<\/li>\n<li>red team exercises<\/li>\n<li>DAST authenticated scan<\/li>\n<li>SCA automated PRs<\/li>\n<li>secrets manager integration<\/li>\n<li>cloud IAM audit<\/li>\n<li>service account permissions<\/li>\n<li>runtime anomaly detection<\/li>\n<li>exploit detection metrics<\/li>\n<li>remediation SLAs<\/li>\n<li>on-call security rotation<\/li>\n<li>billing impact of runtime agents<\/li>\n<li>cost performance tradeoffs security<\/li>\n<li>secure defaults template<\/li>\n<li>vulnerability triage process<\/li>\n<li>security regression testing<\/li>\n<li>build artifact signing<\/li>\n<li>artifact provenance verification<\/li>\n<li>policy as code<\/li>\n<li>threat intel integration<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>&#8212;<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-2170","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide) - DevSecOps 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:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide) - DevSecOps School\" \/>\n<meta property=\"og:description\" content=\"---\" \/>\n<meta property=\"og:url\" content=\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\" \/>\n<meta property=\"og:site_name\" content=\"DevSecOps School\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-20T17:09:07+00:00\" \/>\n<meta name=\"author\" content=\"rajeshkumar\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"rajeshkumar\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"25 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\"},\"author\":{\"name\":\"rajeshkumar\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/3508fdee87214f057c4729b41d0cf88b\"},\"headline\":\"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide)\",\"datePublished\":\"2026-02-20T17:09:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\"},\"wordCount\":5003,\"commentCount\":0,\"inLanguage\":\"en\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\",\"url\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\",\"name\":\"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide) - DevSecOps School\",\"isPartOf\":{\"@id\":\"https:\/\/devsecopsschool.com\/blog\/#website\"},\"datePublished\":\"2026-02-20T17:09:07+00:00\",\"author\":{\"@id\":\"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/3508fdee87214f057c4729b41d0cf88b\"},\"breadcrumb\":{\"@id\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#breadcrumb\"},\"inLanguage\":\"en\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/devsecopsschool.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/#website\",\"url\":\"https:\/\/devsecopsschool.com\/blog\/\",\"name\":\"DevSecOps School\",\"description\":\"DevSecOps Redefined\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/devsecopsschool.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/3508fdee87214f057c4729b41d0cf88b\",\"name\":\"rajeshkumar\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en\",\"@id\":\"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/787e4927bf816b550f1dea2682554cf787002e61c81a79a6803a804a6dd37d9a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/787e4927bf816b550f1dea2682554cf787002e61c81a79a6803a804a6dd37d9a?s=96&d=mm&r=g\",\"caption\":\"rajeshkumar\"},\"url\":\"https:\/\/devsecopsschool.com\/blog\/author\/rajeshkumar\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide) - DevSecOps 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:\/\/devsecopsschool.com\/blog\/owasp-top-10\/","og_locale":"en_US","og_type":"article","og_title":"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide) - DevSecOps School","og_description":"---","og_url":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/","og_site_name":"DevSecOps School","article_published_time":"2026-02-20T17:09:07+00:00","author":"rajeshkumar","twitter_card":"summary_large_image","twitter_misc":{"Written by":"rajeshkumar","Est. reading time":"25 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#article","isPartOf":{"@id":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/"},"author":{"name":"rajeshkumar","@id":"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/3508fdee87214f057c4729b41d0cf88b"},"headline":"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide)","datePublished":"2026-02-20T17:09:07+00:00","mainEntityOfPage":{"@id":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/"},"wordCount":5003,"commentCount":0,"inLanguage":"en","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/","url":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/","name":"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide) - DevSecOps School","isPartOf":{"@id":"https:\/\/devsecopsschool.com\/blog\/#website"},"datePublished":"2026-02-20T17:09:07+00:00","author":{"@id":"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/3508fdee87214f057c4729b41d0cf88b"},"breadcrumb":{"@id":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#breadcrumb"},"inLanguage":"en","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/devsecopsschool.com\/blog\/owasp-top-10\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/devsecopsschool.com\/blog\/"},{"@type":"ListItem","position":2,"name":"What is OWASP Top 10? Meaning, Architecture, Examples, Use Cases, and How to Measure It (2026 Guide)"}]},{"@type":"WebSite","@id":"https:\/\/devsecopsschool.com\/blog\/#website","url":"https:\/\/devsecopsschool.com\/blog\/","name":"DevSecOps School","description":"DevSecOps Redefined","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devsecopsschool.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en"},{"@type":"Person","@id":"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/3508fdee87214f057c4729b41d0cf88b","name":"rajeshkumar","image":{"@type":"ImageObject","inLanguage":"en","@id":"https:\/\/devsecopsschool.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/787e4927bf816b550f1dea2682554cf787002e61c81a79a6803a804a6dd37d9a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/787e4927bf816b550f1dea2682554cf787002e61c81a79a6803a804a6dd37d9a?s=96&d=mm&r=g","caption":"rajeshkumar"},"url":"https:\/\/devsecopsschool.com\/blog\/author\/rajeshkumar\/"}]}},"_links":{"self":[{"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/2170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=2170"}],"version-history":[{"count":0,"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/2170\/revisions"}],"wp:attachment":[{"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=2170"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=2170"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devsecopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=2170"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}