{"id":3717,"date":"2026-03-18T11:03:00","date_gmt":"2026-03-18T11:03:00","guid":{"rendered":"https:\/\/dataopsschool.com\/blog\/?p=3717"},"modified":"2026-03-17T13:06:24","modified_gmt":"2026-03-17T13:06:24","slug":"certified-devsecops-manager-training-guide-for-future-tech-leaders","status":"publish","type":"post","link":"https:\/\/dataopsschool.com\/blog\/certified-devsecops-manager-training-guide-for-future-tech-leaders\/","title":{"rendered":"Certified DevSecOps Manager Training Guide for Future Tech Leaders"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"introduction\">Introduction<\/h2>\n\n\n\n<p>DevSecOps is no longer a future trend. It is the present reality for any serious software organization. Companies that can ship features fast, securely, and reliably are the ones that survive and grow, while others struggle with incidents, audits, and customer churn.<\/p>\n\n\n\n<p>The Certified DevSecOps Manager program from DevSecOpsSchool.com is built for professionals who want to lead this transformation. It focuses on the skills needed to bring security into every stage of software delivery without blocking innovation or speed.<\/p>\n\n\n\n<p>In this master guide, you will learn what the Certified DevSecOps Manager certification is, who should consider it, what skills it validates, how to prepare, and how it fits into broader career paths across DevOps, DevSecOps, SRE, AIOps\/MLOps, DataOps, and FinOps. You will also see recommended learning paths, role\u2011based mappings, FAQs, and suggested next certifications to build a long\u2011term roadmap.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-the-certified-devsecops-manager\">What is the Certified DevSecOps Manager?<\/h2>\n\n\n\n<p>The Certified DevSecOps Manager is a leadership\u2011oriented certification offered by DevSecOpsSchool.com. It is focused on teaching you how to design, implement, and manage secure software delivery practices across teams, tools, and cloud platforms.<\/p>\n\n\n\n<p>Rather than testing only individual tools or isolated technical skills, this certification evaluates your ability to think end\u2011to\u2011end. You are expected to understand how code moves from development to production, how security fits into each stage, how compliance requirements are implemented, and how to balance speed, risk, and cost.<\/p>\n\n\n\n<p>The certification is directly aligned with real\u2011world scenarios where organizations are adopting DevOps and cloud at scale but still face recurring security incidents, audit findings, or inconsistent practices across teams.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Certification name:\u00a0<strong>Certified DevSecOps Manager<\/strong><\/li>\n\n\n\n<li>Official certification URL:<br><a href=\"https:\/\/devsecopsschool.com\/certifications\/certified-devsecops-manager.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/devsecopsschool.com\/certifications\/certified-devsecops-manager.html<\/a><\/li>\n\n\n\n<li>Provider:<br><a href=\"https:\/\/devsecopsschool.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/devsecopsschool.com\/<\/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\" id=\"why-this-certification-matters-now\">Why this certification matters now<\/h2>\n\n\n\n<p>Modern software delivery is continuous. Teams push code multiple times a day, use microservices and serverless functions, and rely heavily on public cloud. In this environment, old\u2011style security approaches like manual reviews, late\u2011stage audits, and one\u2011time penetration tests are not enough.<\/p>\n\n\n\n<p>Attackers now target CI\/CD pipelines, artifact repositories, and misconfigured cloud resources. A single missed secret in a repository or an unprotected pipeline step can lead to serious breaches. At the same time, business leaders expect rapid delivery, regulatory compliance, and controlled costs.<\/p>\n\n\n\n<p>A DevSecOps Manager bridges these competing demands. This role brings together development, operations, security, and finance perspectives into one coherent strategy. Instead of security being a blocker or separate department, it becomes a built\u2011in part of how software is planned, developed, tested, and released.<\/p>\n\n\n\n<p>This certification matters because it gives you a structured way to learn and prove that you can handle all these aspects together. For engineers, it\u2019s a stepping stone into leadership. For managers, it\u2019s a way to deepen technical credibility and drive better outcomes.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"key-outcomes-of-becoming-a-devsecops-manager\">Key outcomes of becoming a DevSecOps Manager<\/h2>\n\n\n\n<p>When you complete the Certified DevSecOps Manager certification and truly internalize its concepts, you should be able to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Design a secure software delivery strategy for an organization<\/strong><br>You will learn how to define clear objectives, choose suitable tools, and set policies for secure development and deployment. This includes deciding where to integrate checks, how strict they should be, and what exceptions are allowed.<\/li>\n\n\n\n<li><strong>Integrate security tools into CI\/CD pipelines without slowing teams down<\/strong><br>You will understand how to use static analysis, dynamic testing, software composition analysis, container security, and secret scanning in ways that are automated and tuned for your context. You will be able to avoid \u201cfalse positive fatigue\u201d and design pipelines that developers accept and appreciate.<\/li>\n\n\n\n<li><strong>Automate compliance checks instead of relying purely on manual audits<\/strong><br>Many standards like ISO 27001, SOC 2, HIPAA, and GDPR require evidence that you have policies and controls in place. After this certification, you should know how to translate those requirements into scripts, templates, and policy\u2011as\u2011code so that compliance is continuously enforced and auditable.<\/li>\n\n\n\n<li><strong>Run a risk\u2011based vulnerability management program<\/strong><br>Instead of treating every vulnerability as equal, you will learn to prioritize based on severity, exploitability, and business context. For example, a critical issue in a publicly exposed service may get higher priority than the same issue in an internal test tool.<\/li>\n\n\n\n<li><strong>Create meaningful dashboards and metrics for leadership<\/strong><br>You will be able to define KPIs and metrics that show how secure and resilient your delivery pipeline is. This might include mean time to remediate vulnerabilities, number of blocked deployments due to policy, or coverage of critical security controls.<\/li>\n\n\n\n<li><strong>Lead culture change across Dev, Sec, and Ops<\/strong><br>One of the hardest parts of DevSecOps is changing behaviors. You will learn practical techniques to align incentives, clarify responsibilities, and build trust so that teams work together instead of blaming each other.<\/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\" id=\"certified-devsecops-manager--mini-guide\">Certified DevSecOps Manager \u2013 Mini Guide<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-it-is-23-lines\">What it is (2\u20133 lines)<\/h2>\n\n\n\n<p>The Certified DevSecOps Manager is a comprehensive certification designed to validate your ability to lead secure software delivery initiatives. It combines DevOps principles, security practices, compliance frameworks, governance, and leadership into a single, role\u2011focused program.<\/p>\n\n\n\n<p>The certification goes beyond theory and expects you to think like a manager who owns both security outcomes and delivery commitments, across multiple teams and products.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"who-should-take-it\">Who should take it<\/h2>\n\n\n\n<p>This certification is suitable for a wide range of professionals, especially:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DevOps \/ DevSecOps \/ Platform Engineers<\/strong><br>Engineers who are already responsible for CI\/CD pipelines, infrastructure automation, or platform engineering, and now need to integrate and scale security practices across the organization.<\/li>\n\n\n\n<li><strong>Security Engineers and Security Architects<\/strong><br>Professionals who understand application or cloud security and want to learn how to embed their knowledge into DevOps workflows, rather than working purely through manual reviews or separate processes.<\/li>\n\n\n\n<li><strong>SREs and Cloud Engineers<\/strong><br>Reliability and cloud specialists who are responsible for the availability, performance, and security of production systems, and who want to ensure that security is part of their reliability strategy.<\/li>\n\n\n\n<li><strong>Engineering Managers, Tech Leads, and Heads of Engineering<\/strong><br>Leaders who manage teams or products and need a structured approach to bring security, compliance, and governance into their delivery lifecycle while still meeting deadlines and business goals.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"skills-youll-gain\">Skills you\u2019ll gain<\/h2>\n\n\n\n<p>By preparing for and completing this certification, you will strengthen several key skill areas:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Security strategy for CI\/CD and cloud<\/strong><br>You will learn how to design security controls specifically for modern CI\/CD workflows and cloud\u2011native systems, including containers, serverless, and multi\u2011cloud environments.<\/li>\n\n\n\n<li><strong>Policy as code and governance automation<\/strong><br>You will understand how to convert security and compliance rules into code that can be executed and enforced automatically by tools like policy engines, linters, and pipeline checks.<\/li>\n\n\n\n<li><strong>Risk management and prioritization<\/strong><br>You will gain the ability to categorize risks, assign them a level based on impact and likelihood, and decide which issues should be fixed first given limited time and resources.<\/li>\n\n\n\n<li><strong>Compliance automation and evidence collection<\/strong><br>You will learn how to map regulatory or industry standards into technical controls, logs, and dashboards so that compliance evidence is generated continuously rather than manually at the end of the year.<\/li>\n\n\n\n<li><strong>Toolchain design and integration<\/strong><br>You will become familiar with designing an end\u2011to\u2011end security toolchain that includes SAST, DAST, SCA, container and image scanning, secret management, and cloud security posture management.<\/li>\n\n\n\n<li><strong>Stakeholder management and communication<\/strong><br>You will improve your ability to communicate with developers, security teams, operations, finance, and executives, tailoring your language and metrics to each audience.<\/li>\n\n\n\n<li><strong>Metrics, reporting, and ROI<\/strong><br>You will learn how to define metrics that matter, report them clearly, and show how your DevSecOps initiatives save money, reduce risk, and enable faster delivery.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"realworld-projects-you-should-be-able-to-do\">Real\u2011world projects you should be able to do<\/h2>\n\n\n\n<p>After completing the certification, you should be capable of driving tangible outcomes such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Designing a secure CI\/CD pipeline from scratch<\/strong><br>You could take a new or existing application and design a pipeline that includes code scanning, dependency checks, container image scanning, infrastructure validation, and deployment approvals, all automated as far as possible.<\/li>\n\n\n\n<li><strong>Implementing policy\u2011as\u2011code for your organization<\/strong><br>You should be able to define rules such as \u201cno public S3 buckets,\u201d \u201cno hard\u2011coded secrets,\u201d or \u201conly approved base images,\u201d and implement them using a policy engine that runs during build and deployment.<\/li>\n\n\n\n<li><strong>Building a vulnerability management and remediation workflow<\/strong><br>You can design a process where vulnerabilities are detected, triaged, assigned to teams, tracked, and verified as resolved, with clear SLAs depending on severity and system criticality.<\/li>\n\n\n\n<li><strong>Mapping regulatory controls to technical implementations<\/strong><br>For example, if your organization needs to be compliant with SOC 2, you can map each relevant control to specific configurations, logs, and checks in your DevSecOps toolchain, ensuring audits become easier and more evidence\u2011driven.<\/li>\n\n\n\n<li><strong>Creating a multi\u2011year DevSecOps roadmap<\/strong><br>You can propose a roadmap that outlines how the organization will progress from basic checks to advanced automation, cultural adoption, and continuous improvement, with milestones and metrics for each phase.<\/li>\n\n\n\n<li><strong>Optimizing security tool and cloud costs<\/strong><br>You will be capable of reviewing your security tool stack, identifying overlaps, rationalizing licenses, and aligning investments with real risk and value.<\/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\" id=\"preparation-plan-714--30--60-days\">Preparation Plan (7\u201314 \/ 30 \/ 60 days)<\/h2>\n\n\n\n<p>Everyone\u2019s background is different, so choose the plan that best matches your current knowledge and time availability.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"714-days--expert-sprint\">7\u201314 days \u2013 Expert Sprint<\/h2>\n\n\n\n<p>This plan works if you already have strong experience in DevOps and security and just need structured revision.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Day 1\u20132: Understand the scope<\/strong>\n<ul class=\"wp-block-list\">\n<li>Review the official syllabus on the certification page.<\/li>\n\n\n\n<li>List all major domains: DevSecOps principles, CI\/CD security, governance, risk, compliance, metrics, and leadership.<\/li>\n\n\n\n<li>Mark topics where you already feel confident and topics where you need more depth.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Day 3\u20136: Strengthen management and governance topics<\/strong>\n<ul class=\"wp-block-list\">\n<li>Study common security and compliance frameworks frequently referenced in DevSecOps, such as ISO 27001, NIST frameworks, and SOC 2.<\/li>\n\n\n\n<li>Focus on how these frameworks translate into policies, controls, and technical enforcement in CI\/CD and cloud.<\/li>\n\n\n\n<li>Draft examples of policies you might implement as code.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Day 7\u201310: Practice scenarios and questions<\/strong>\n<ul class=\"wp-block-list\">\n<li>Take sample questions (if provided by the training or practice materials) or create your own based on case studies.<\/li>\n\n\n\n<li>For each scenario, write structured answers covering context, risks, options, and recommended strategy.<\/li>\n\n\n\n<li>Identify pattern gaps, such as risk scoring, metrics, or stakeholder communication.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Day 11\u201314: Final revision and simulation<\/strong>\n<ul class=\"wp-block-list\">\n<li>Review your notes and mind maps summarizing each domain.<\/li>\n\n\n\n<li>Do 1\u20132 full simulated exam sessions where you time yourself and answer as if in the real environment.<\/li>\n\n\n\n<li>Refine your approach to long scenario questions, focusing on clarity and structure.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"30-days--balanced-professional-track\">30 days \u2013 Balanced Professional Track<\/h2>\n\n\n\n<p>Ideal for busy professionals who can spend 1\u20132 hours per day.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Week 1\u20132: Technical reinforcement (Dev + Ops + Sec)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Deepen understanding of CI\/CD pipelines: stages, triggers, environments, and rollback strategies.<\/li>\n\n\n\n<li>Review common security tools and practices: SAST, DAST, SCA, container security, secret management, and infrastructure security.<\/li>\n\n\n\n<li>Apply what you learn to a sample or real\u2011life pipeline diagram, annotating where each control should be placed.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Week 3: Governance, risk, and compliance<\/strong>\n<ul class=\"wp-block-list\">\n<li>Learn the basics of risk management: risk registers, scoring, threat modeling, and prioritization.<\/li>\n\n\n\n<li>Map at least one compliance standard your organization cares about to the controls you would implement in a DevSecOps context.<\/li>\n\n\n\n<li>Create a simple risk heat map or matrix for a sample application.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Week 4: Leadership and exam practice<\/strong>\n<ul class=\"wp-block-list\">\n<li>Focus on communication, stakeholder management, and culture change techniques.<\/li>\n\n\n\n<li>Write short \u201cexecutive summaries\u201d explaining your DevSecOps strategy in non\u2011technical language.<\/li>\n\n\n\n<li>Work through practice questions and sample case studies, emphasizing why you choose specific approaches.<\/li>\n\n\n\n<li>Do a final review of weak areas and refine your personal notes for last\u2011minute revision.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"60-days--foundation-builder\">60 days \u2013 Foundation Builder<\/h2>\n\n\n\n<p>Perfect if you are new to DevSecOps or shifting from a more narrowly focused role.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Days 1\u201330: Build technical foundations<\/strong>\n<ul class=\"wp-block-list\">\n<li>Learn or strengthen DevOps basics: version control, CI\/CD fundamentals, infrastructure as code, containers, and observability.<\/li>\n\n\n\n<li>Study core security concepts: authentication, authorization, encryption, vulnerabilities, threat modeling, and basic secure coding practices.<\/li>\n\n\n\n<li>Implement a small lab project where you build a pipeline for a simple application and add at least basic security checks like linting, dependency scanning, and secrets detection.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Days 31\u201345: Move into DevSecOps concepts<\/strong>\n<ul class=\"wp-block-list\">\n<li>Learn how to integrate more advanced security tooling into pipelines.<\/li>\n\n\n\n<li>Explore container and cloud security basics, like image scanning, runtime protection, and cloud configuration checks.<\/li>\n\n\n\n<li>Practice mapping technical controls to security requirements or user stories.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Days 46\u201360: Management, strategy, and exam preparation<\/strong>\n<ul class=\"wp-block-list\">\n<li>Study governance, risk management, compliance, and metrics as they relate to DevSecOps.<\/li>\n\n\n\n<li>Create an end\u2011to\u2011end DevSecOps strategy for a fictional or real company, documenting current state, desired state, roadmap, tools, and cultural changes.<\/li>\n\n\n\n<li>Work through practice questions and refine your ability to explain decisions logically and clearly.<\/li>\n\n\n\n<li>In the final week, focus on revision and exam simulation.<\/li>\n<\/ul>\n<\/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\" id=\"common-mistakes-to-avoid\">Common mistakes to avoid<\/h2>\n\n\n\n<p>Learning from others\u2019 mistakes can save you a lot of time and frustration. Here are frequent pitfalls candidates face:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Thinking it is just a tool exam<\/strong><br>Many people over\u2011focus on specific tools and commands. This certification is more about patterns, strategies, and decision\u2011making. You need to understand why you choose a certain tool or design, not just how to click through its interface.<\/li>\n\n\n\n<li><strong>Ignoring business and compliance language<\/strong><br>If you speak only in purely technical terms, you may miss what the exam and real\u2011world scenarios are asking. You must be comfortable talking about risk, ROI, compliance, and stakeholder expectations.<\/li>\n\n\n\n<li><strong>Staying too narrow (one tool or one cloud)<\/strong><br>Organizations often use multiple tools and clouds. If you only know one specific stack, you might struggle with scenario questions that use generic or different technologies. Focus on principles that apply across platforms.<\/li>\n\n\n\n<li><strong>Memorizing frameworks instead of learning how to apply them<\/strong><br>You do not need to recall every clause of every standard, but you must know how to interpret a requirement and implement practical controls that satisfy it.<\/li>\n\n\n\n<li><strong>Underestimating cultural and organizational challenges<\/strong><br>Technical answers alone are not enough. You should think about how to get buy\u2011in, how to reduce friction for developers, and how to handle resistance from teams or leadership.<\/li>\n\n\n\n<li><strong>Not practicing full end\u2011to\u2011end scenarios<\/strong><br>Many candidates study topics in isolation. The exam and real life require you to combine CI\/CD, security tools, risk, compliance, and communication into one solution.<\/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\" id=\"best-next-certification-after-this\">Best next certification after this<\/h2>\n\n\n\n<p>Once you complete the Certified DevSecOps Manager certification, you should think of it as a cornerstone, not the final destination. Some strong next steps include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Same track (DevSecOps, deeper and more technical)<\/strong><br>You can pursue a more hands\u2011on DevSecOps Engineer or Professional\u2011level certification that focuses on concrete implementation details, such as writing policies, configuring pipelines, and integrating specific tools.<\/li>\n\n\n\n<li><strong>Cross\u2011track (reliability, data, and AI)<\/strong><br>You may expand into SRE or Observability certifications to strengthen your understanding of reliability and monitoring. This helps you build strategies where security and reliability support each other. You can also explore DataOps or AIOps\/MLOps certifications if you work in data\u2011heavy or AI\u2011driven environments.<\/li>\n\n\n\n<li><strong>Leadership and architecture<\/strong><br>If your goal is to grow into senior leadership, Solution Architect or Enterprise Architect certifications can be a natural step. These will help you design entire systems and organizations, with DevSecOps as one of the core pillars.<\/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\" id=\"certification-table-and-learning-context\">Certification table and learning context<\/h2>\n\n\n\n<p>Here is a concise reference that positions Certified DevSecOps Manager among related tracks:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">Track<\/th><th class=\"has-text-align-left\" data-align=\"left\">Level<\/th><th class=\"has-text-align-left\" data-align=\"left\">Who it\u2019s for<\/th><th class=\"has-text-align-left\" data-align=\"left\">Prerequisites<\/th><th class=\"has-text-align-left\" data-align=\"left\">Skills covered<\/th><th class=\"has-text-align-left\" data-align=\"left\">Recommended order<\/th><th class=\"has-text-align-left\" data-align=\"left\">Link<\/th><\/tr><\/thead><tbody><tr><td>DevSecOps<\/td><td>Manager<\/td><td>Leaders \/ Managers in DevSecOps &amp; Security<\/td><td>DevOps basics, security concepts<\/td><td>Security strategy, policy as code, compliance, toolchain, leadership<\/td><td>2 (after core DevSecOps)<\/td><td><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/devsecopsschool.com\/certifications\/certified-devsecops-manager.html\">https:\/\/devsecopsschool.com\/certifications\/certified-devsecops-manager.html<\/a><\/td><\/tr><tr><td>DevOps<\/td><td>Professional<\/td><td>DevOps \/ Platform \/ Cloud Engineers<\/td><td>Linux, CI\/CD basics<\/td><td>CI\/CD design, automation, IaC, monitoring, release practices<\/td><td>1<\/td><td><\/td><\/tr><tr><td>SRE<\/td><td>Professional<\/td><td>SREs \/ Ops Engineers<\/td><td>Cloud, Linux, monitoring basics<\/td><td>SLOs, error budgets, incident response, reliability engineering<\/td><td>2<\/td><td><\/td><\/tr><tr><td>AIOps\/MLOps<\/td><td>Specialist<\/td><td>ML \/ Data leads, Ops with ML interest<\/td><td>Python, basic ML, cloud<\/td><td>Model lifecycle, ML in production, monitoring, AIOps automation<\/td><td>3<\/td><td><\/td><\/tr><tr><td>DataOps<\/td><td>Specialist<\/td><td>Data Engineers \/ Architects<\/td><td>SQL, ETL\/ELT experience<\/td><td>Data pipeline integrity, testing, metadata, data governance<\/td><td>3<\/td><td><\/td><\/tr><tr><td>FinOps<\/td><td>Specialist<\/td><td>Cloud, Finance, and Product owners<\/td><td>Cloud fundamentals, finance basics<\/td><td>Cloud cost allocation, optimization, budgets, chargeback\/showback models<\/td><td>2\u20133<\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Use this as a high\u2011level roadmap while planning your multi\u2011track journey.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"choose-your-path-6-learning-paths\">Choose your path: 6 learning paths<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-devops-path\">1. DevOps path<\/h2>\n\n\n\n<p>If you identify primarily as a DevOps Engineer or Platform Engineer, this path keeps your core strengths and gradually adds security and cost skills:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Start with a\u00a0<strong>DevOps Professional<\/strong>\u00a0certification that solidifies your knowledge of CI\/CD, automation, infrastructure as code, and monitoring.<\/li>\n\n\n\n<li>Add\u00a0<strong>SRE Professional<\/strong>\u00a0to learn how to design for reliability, define SLOs, manage incidents, and handle error budgets.<\/li>\n\n\n\n<li>Consider a\u00a0<strong>FinOps Specialist<\/strong>\u00a0certification to understand cloud cost optimization and how to design pipelines and infrastructures that are not only efficient but also cost\u2011aware.<\/li>\n\n\n\n<li>Take\u00a0<strong>Certified DevSecOps Manager<\/strong>\u00a0to tie your DevOps skills to security, compliance, and leadership so that you can own both delivery and protection.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2-devsecops-path\">2. DevSecOps path<\/h2>\n\n\n\n<p>If your main interest is becoming a DevSecOps leader:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Begin with a\u00a0<strong>DevSecOps Engineer or Professional<\/strong>\u00a0certification to gain hands\u2011on experience in securing pipelines, configuring tools, and dealing with practical security issues.<\/li>\n\n\n\n<li>Move to\u00a0<strong>Certified DevSecOps Manager<\/strong>\u00a0to understand strategy, governance, and cross\u2011team coordination at scale.<\/li>\n\n\n\n<li>Strengthen your capabilities with\u00a0<strong>Cloud Security<\/strong>\u00a0or\u00a0<strong>Application Security<\/strong>\u00a0certifications that give deeper technical depth.<\/li>\n\n\n\n<li>Add\u00a0<strong>SRE<\/strong>\u00a0or\u00a0<strong>Observability<\/strong>\u00a0certifications so you can connect secure delivery with reliable operations.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3-sre-path\">3. SRE path<\/h2>\n\n\n\n<p>If you are or want to be an SRE:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Start with\u00a0<strong>SRE Professional<\/strong>, focusing on SLOs, SLIs, error budgets, incident management, and resilience patterns.<\/li>\n\n\n\n<li>Continue with an\u00a0<strong>Observability or Monitoring Master<\/strong>\u2011type certification so you can collect and interpret the right telemetry across systems.<\/li>\n\n\n\n<li>Take\u00a0<strong>Certified DevSecOps Manager<\/strong>\u00a0to integrate security checks into SRE practices, like release strategies, incident response, and capacity planning.<\/li>\n\n\n\n<li>Optionally add an\u00a0<strong>AIOps\/MLOps<\/strong>\u00a0certification to bring intelligence and automation into your incident detection and response.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4-aiops--mlops-path\">4. AIOps \/ MLOps path<\/h2>\n\n\n\n<p>If you work with ML systems and intelligent operations:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Build your base with a\u00a0<strong>DevOps or Cloud fundamentals<\/strong>\u00a0certification to ensure you understand how applications and services are deployed and operated.<\/li>\n\n\n\n<li>Move to an\u00a0<strong>AIOps\/MLOps Specialist<\/strong>\u00a0certification that focuses on managing ML models, pipelines, and monitoring in production.<\/li>\n\n\n\n<li>Add\u00a0<strong>DataOps Specialist<\/strong>\u00a0to ensure the data pipelines feeding your models are reliable, tested, and well\u2011governed.<\/li>\n\n\n\n<li>Take\u00a0<strong>Certified DevSecOps Manager<\/strong>\u00a0to secure your ML pipelines, protect model artifacts, and ensure compliance around data and model usage.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5-dataops-path\">5. DataOps path<\/h2>\n\n\n\n<p>If your focus is data platforms and pipelines:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Start with a\u00a0<strong>Data Engineering or Cloud Data<\/strong>\u00a0certification to master ETL\/ELT, data warehousing, and basic analytics infrastructure.<\/li>\n\n\n\n<li>Move to\u00a0<strong>DataOps Specialist<\/strong>\u00a0to adopt practices like automated testing of data pipelines, data quality checks, and metadata management.<\/li>\n\n\n\n<li>Extend with\u00a0<strong>Certified DevSecOps Manager<\/strong>\u00a0to embed security and compliance controls into your data tooling, pipelines, and storage, especially around sensitive data.<\/li>\n\n\n\n<li>Consider a\u00a0<strong>FinOps<\/strong>\u00a0certification to manage the costs of large\u2011scale data platforms and queries.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6-finops-path\">6. FinOps path<\/h2>\n\n\n\n<p>If you want to specialize in cloud cost and financial governance:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Begin with a\u00a0<strong>Cloud Engineer or Cloud Fundamentals<\/strong>\u00a0certification to understand how cloud resources are provisioned and used.<\/li>\n\n\n\n<li>Take a\u00a0<strong>FinOps Specialist<\/strong>\u00a0certification to learn about cost allocation, budgeting, optimization techniques, and collaboration between engineering and finance.<\/li>\n\n\n\n<li>Add\u00a0<strong>Certified DevSecOps Manager<\/strong>\u00a0so that you can evaluate and optimize spending on security tools and controls, and align them with overall risk.<\/li>\n\n\n\n<li>Complement with\u00a0<strong>SRE or Observability<\/strong>\u00a0certifications to see the connection between reliability, performance, and cost.<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"role--recommended-certifications\">Role \u2192 Recommended certifications<\/h2>\n\n\n\n<p>Here is a role\u2011based mapping to help you quickly see where Certified DevSecOps Manager fits:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">Role<\/th><th class=\"has-text-align-left\" data-align=\"left\">Primary focus<\/th><th class=\"has-text-align-left\" data-align=\"left\">Recommended certifications (sequence)<\/th><\/tr><\/thead><tbody><tr><td>DevOps Engineer<\/td><td>CI\/CD pipelines, automation, release management<\/td><td>DevOps Professional \u2192 SRE Professional \u2192 DevSecOps Engineer \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>SRE<\/td><td>Reliability, SLOs, incident response<\/td><td>SRE Professional \u2192 Observability \/ Monitoring cert \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>Platform Engineer<\/td><td>Internal developer platforms, self\u2011service infra<\/td><td>DevOps Professional \u2192 Platform\/SRE cert \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>Cloud Engineer<\/td><td>Cloud infrastructure, networking, managed services<\/td><td>Cloud Professional \u2192 DevOps Professional \u2192 DevSecOps Engineer \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>Security Engineer<\/td><td>Application and cloud security, vulnerability management<\/td><td>Security\/Cloud Security cert \u2192 DevSecOps Engineer \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>Data Engineer<\/td><td>Data pipelines, storage, and processing<\/td><td>Data Engineering \u2192 DataOps Specialist \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>FinOps Practitioner<\/td><td>Cloud cost management, financial governance<\/td><td>Cloud Fundamentals \u2192 FinOps Specialist \u2192 Certified DevSecOps Manager<\/td><\/tr><tr><td>Engineering Manager<\/td><td>Teams, delivery, strategy<\/td><td>DevOps \/ SRE \/ Security foundation \u2192 Certified DevSecOps Manager \u2192 Leadership\/Architecture certs<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Use these sequences as guidance, not strict rules. You can adjust the order based on your experience and job requirements.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"next-certifications-to-take-after-certified-devsec\">Next certifications to take after Certified DevSecOps Manager<\/h2>\n\n\n\n<p>When you complete this certification, consider three main directions:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Same track (DevSecOps \u2013 deepen and specialize)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Choose a more technical DevSecOps Engineer or Professional\u2011level certification focused on hands\u2011on implementation.<\/li>\n\n\n\n<li>Explore Cloud Security Architect programs to deepen your knowledge of securing infrastructure and cloud services across providers.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Cross\u2011track (reliability, data, AI)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Take an SRE or Observability certification to strengthen your understanding of system reliability and monitoring. This helps you design security controls that support uptime instead of harming it.<\/li>\n\n\n\n<li>Move into DataOps or AIOps\/MLOps if your environment is data\u2011intensive or AI\u2011driven, so you can secure and manage those systems end\u2011to\u2011end.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Leadership (architecture and management)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Pursue Solution Architect or Enterprise Architect certifications to design large\u2011scale systems with security and DevSecOps as first\u2011class concerns.<\/li>\n\n\n\n<li>Consider leadership programs that focus on communication, negotiation, and organizational change to complement your technical expertise.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"top-institutions-providing-training-and-certificat\">Top institutions providing training and certification help<\/h2>\n\n\n\n<p>Here are some institutions that provide training and support for DevSecOps and related certifications, including Certified DevSecOps Manager. Use this as a starting point when choosing where to study:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DevOpsSchool<\/strong><br>DevOpsSchool delivers a wide range of courses covering DevOps, DevSecOps, SRE, cloud, and related practices. Their programs emphasize hands\u2011on labs, multi\u2011tool exposure, and real\u2011world scenarios, which help learners connect theory to practice. They often provide structured learning paths aligned with different roles and experience levels.<\/li>\n\n\n\n<li><strong>Cotocus<\/strong><br>Cotocus focuses on modern engineering practices and digital transformation. It offers consulting and training programs that combine tools, processes, and culture. For DevSecOps learners, Cotocus can help provide context on how DevSecOps fits into broader organizational change and enterprise\u2011level roadmaps.<\/li>\n\n\n\n<li><strong>ScmGalaxy<\/strong><br>ScmGalaxy is known for its work around source control, continuous integration, continuous delivery, and DevOps tooling. Its bootcamps and workshops often include security considerations, making it a useful partner for professionals who want practical, tool\u2011driven learning with a security perspective.<\/li>\n\n\n\n<li><strong>BestDevOps<\/strong><br>BestDevOps serves as a content and training hub for DevOps topics. It aggregates learning opportunities, articles, and courses that cover DevOps, DevSecOps, SRE, and more. For learners, it can be a convenient place to discover relevant programs and stay updated on best practices.<\/li>\n\n\n\n<li><strong>devsecopsschool.com<\/strong><br>DevSecOpsSchool.com is the official provider of the Certified DevSecOps Manager certification. Its content and training are tailored specifically for DevSecOps roles, from engineer to manager. The curriculum is focused on practical skills and real\u2011world DevSecOps challenges, making it central to your preparation.<\/li>\n\n\n\n<li><strong>sreschool.com<\/strong><br>SRESchool focuses on Site Reliability Engineering and related disciplines. It offers courses and certifications that teach SRE principles like SLOs, error budgets, and incident management. These complement DevSecOps skills by ensuring your secure systems are also reliable and well\u2011operated.<\/li>\n\n\n\n<li><strong>aiopsschool.com<\/strong><br>AIOpsSchool offers programs around AI\u2011driven operations and MLOps. For DevSecOps managers working in AI\u2011heavy environments, its courses can help you understand how to bring observability, automation, and security into ML pipelines and operations.<\/li>\n\n\n\n<li><strong>dataopsschool.com<\/strong><br>DataOpsSchool specializes in data engineering workflows, quality, testing, and governance. If your DevSecOps responsibilities include protecting and governing data pipelines, this institution can help you combine DataOps and DevSecOps practices effectively.<\/li>\n\n\n\n<li><strong>finopsschool.com<\/strong><br>FinOpsSchool is focused on cloud cost management and financial governance. For DevSecOps Managers, understanding FinOps is crucial because security tools, controls, and architectures all carry cost implications. Training here helps you design secure systems that are also financially sustainable.<\/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\" id=\"faqs-on-certified-devsecops-manager-8\">FAQs on Certified DevSecOps Manager (8)<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-is-certified-devsecops-manager-very-difficult\">1. Is Certified DevSecOps Manager very difficult?<\/h2>\n\n\n\n<p>The certification is demanding, but it is designed to be achievable for professionals with real\u2011world experience. The difficulty lies in the breadth of topics and the need to think like a leader who balances technical, security, and business concerns. If you prepare systematically and practice scenario\u2011based questions, it becomes much more manageable.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2-how-much-time-do-i-need-to-prepare\">2. How much time do I need to prepare?<\/h2>\n\n\n\n<p>The time required depends on your background. If you are already strong in DevOps and security, you may be able to prepare in 7\u201314 days of focused effort. Most working professionals, however, benefit from 30\u201360 days of consistent study, dedicating one to two hours per day. The key is regular practice and reflection, rather than cramming everything at the end.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3-do-i-need-to-be-a-security-expert-before-startin\">3. Do I need to be a security expert before starting?<\/h2>\n\n\n\n<p>You do not need to be a specialist penetration tester or cryptography expert. However, you should understand basic security concepts like authentication, authorization, access control, encryption, vulnerabilities, and secure coding fundamentals. It is also important to have some familiarity with security tooling in CI\/CD and cloud contexts. If you are weak on basics, use the first part of your preparation to close those gaps.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4-is-coding-required-for-this-certification\">4. Is coding required for this certification?<\/h2>\n\n\n\n<p>You are not expected to write complex production\u2011grade code as part of this certification. Instead, you should be able to understand pipeline configurations, infrastructure as code templates, and policy definitions. Basic scripting knowledge is helpful for understanding how tools integrate and how checks run, but the main focus is on design and decision\u2011making, not on coding challenges.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5-is-this-certification-useful-for-managers\">5. Is this certification useful for managers?<\/h2>\n\n\n\n<p>Yes, this certification is particularly valuable for managers, team leads, and heads of engineering who are responsible for delivery as well as security. It helps managers learn the language and constraints of both engineering and security teams, making cross\u2011functional collaboration smoother. It also gives a structured framework for building a roadmap, choosing tools, and tracking progress.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6-how-does-this-certification-help-my-career\">6. How does this certification help my career?<\/h2>\n\n\n\n<p>Earning this certification signals that you can lead secure software delivery, not just contribute as an individual engineer. It can open doors to roles such as DevSecOps Manager, DevSecOps Lead, Platform Security Lead, Security Engineering Manager, or even broader positions in technology leadership. It also helps you stand out in interviews, performance reviews, and promotion discussions by demonstrating strategic capability.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7-can-a-pure-devops-or-sre-engineer-transition-int\">7. Can a pure DevOps or SRE engineer transition into DevSecOps Manager?<\/h2>\n\n\n\n<p>Yes, many DevSecOps leaders originally come from DevOps or SRE backgrounds. If you already own CI\/CD pipelines, infrastructure, or reliability, you are in a strong position. The gap to close is usually in security, governance, and risk. By gaining those skills and earning the Certified DevSecOps Manager credential, you can transition from \u201cowning pipelines\u201d to \u201cowning secure delivery outcomes\u201d across the organization.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"8-is-this-certification-recognized-globally\">8. Is this certification recognized globally?<\/h2>\n\n\n\n<p>The certification focuses on DevSecOps principles, cloud environments, and practices that are widely used across the world. While brand recognition can vary by region and company, the skills you acquire\u2014integrating security into CI\/CD, managing risk, and aligning with compliance\u2014are globally applicable. Employers value demonstrated ability to design and lead DevSecOps programs, regardless of geography.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"additional-faqs-difficulty-time-prerequisites-sequ\">Additional FAQs (difficulty, time, prerequisites, sequence, value, outcomes)<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9-what-are-the-prerequisites-for-certified-devseco\">9. What are the prerequisites for Certified DevSecOps Manager?<\/h2>\n\n\n\n<p>There is usually no strict mandatory prerequisite in terms of previous certifications, but practical experience is strongly recommended. You should have a few years of experience in one or more of DevOps, Security, SRE, Cloud, or related roles. Comfort with CI\/CD concepts, basic security practices, and cloud or container environments will make your learning journey smoother.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"10-in-what-sequence-should-i-take-devsecopsrelated\">10. In what sequence should I take DevSecOps\u2011related certifications?<\/h2>\n\n\n\n<p>A common and effective sequence is:<br>DevOps or Cloud foundation \u2192 DevSecOps Engineer \/ Professional \u2192 Certified DevSecOps Manager \u2192 cross\u2011track certifications like SRE, DataOps, AIOps\/MLOps, or FinOps. This sequence ensures that you first understand the basics of building and operating systems, then learn how to secure them, and finally move into leadership and adjacent specialties.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"11-does-this-certification-focus-on-one-specific-t\">11. Does this certification focus on one specific tool or vendor?<\/h2>\n\n\n\n<p>No, the certification is designed to be tool\u2011agnostic and vendor\u2011neutral. You will see references to typical types of tools\u2014like CI servers, scanners, policy engines, and cloud platforms\u2014but the main focus is on patterns and strategies. This approach helps the certification stay relevant even as specific tools change over time.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"12-how-is-this-different-from-a-standard-security\">12. How is this different from a standard security certification?<\/h2>\n\n\n\n<p>Traditional security certifications often focus on networks, vulnerabilities, or governance alone. They may not pay much attention to modern CI\/CD pipelines, agile delivery, or DevOps culture. Certified DevSecOps Manager sits at the intersection of development, operations, and security. It emphasizes automation, collaboration, and continuous delivery as much as it emphasizes protection and compliance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"13-what-career-outcomes-can-i-realistically-expect\">13. What career outcomes can I realistically expect in 1\u20133 years?<\/h2>\n\n\n\n<p>In one to three years after earning this certification, many professionals move into roles where they lead or significantly influence DevSecOps strategies. They might own a DevSecOps program for a key business unit, oversee secure pipeline design, or lead a cross\u2011functional team focused on security and reliability. Over time, these roles can grow into broader technology leadership, such as Head of Platform, Head of DevSecOps, or Security Engineering Director.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"14-is-this-certification-suitable-for-nontechnical\">14. Is this certification suitable for non\u2011technical managers?<\/h2>\n\n\n\n<p>Non\u2011technical managers can pursue this certification, but they should be prepared to invest more effort. The content assumes you can understand technical discussions, architecture diagrams, and pipeline designs. If you come from a purely non\u2011technical background, plan extra time to build foundational knowledge in DevOps, cloud, and basic security before attempting the exam.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">Conclusion<\/h2>\n\n\n\n<p>Certified DevSecOps Manager is more than a line on your resume. It is a structured way to learn how to lead secure, fast, and cost\u2011aware software delivery in modern, cloud\u2011native environments. Whether you are a DevOps Engineer, Security Engineer, SRE, Platform Engineer, Data Engineer, FinOps Professional, or Engineering Manager, this certification can help you move from \u201cdoing the work\u201d to \u201cshaping how the work is done.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction DevSecOps is no longer a future trend. It is the present reality for any serious software organization. Companies that can ship features fast, securely, and reliably&#8230; <\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3717","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/3717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=3717"}],"version-history":[{"count":1,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/3717\/revisions"}],"predecessor-version":[{"id":3718,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/3717\/revisions\/3718"}],"wp:attachment":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=3717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=3717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=3717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}