{"id":697,"date":"2026-05-14T07:41:37","date_gmt":"2026-05-14T07:41:37","guid":{"rendered":"https:\/\/cotocus.cn\/blog\/?p=697"},"modified":"2026-05-14T08:39:08","modified_gmt":"2026-05-14T08:39:08","slug":"lead-high-impact-data-projects-with-cdom-certified-dataops-manager-skills","status":"publish","type":"post","link":"https:\/\/cotocus.cn\/blog\/lead-high-impact-data-projects-with-cdom-certified-dataops-manager-skills\/","title":{"rendered":"Lead High\u2011Impact Data Projects With CDOM \u2013 Certified DataOps Manager Skills"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"738\" height=\"418\" src=\"https:\/\/cotocus.cn\/blog\/wp-content\/uploads\/2026\/05\/image-8.png\" alt=\"\" class=\"wp-image-698\" srcset=\"https:\/\/cotocus.cn\/blog\/wp-content\/uploads\/2026\/05\/image-8.png 738w, https:\/\/cotocus.cn\/blog\/wp-content\/uploads\/2026\/05\/image-8-300x170.png 300w\" sizes=\"auto, (max-width: 738px) 100vw, 738px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>Efficiency in handling information is often what separates successful companies from those that struggle. In the past, data was handled in a very manual way. Today, that approach is no longer sustainable. A new way of working has been created to ensure that data is delivered quickly and accurately. This is known as DataOps. The <strong><a href=\"https:\/\/dataopsschool.com\/certifications\/\" data-type=\"link\" data-id=\"https:\/\/dataopsschool.com\/certifications\/\">CDOM \u2013 Certified DataOps Manager<\/a><\/strong> program has been established to train leaders who can oversee these complex systems.<\/p>\n\n\n\n<p>A different perspective is offered in this guide. The focus is placed on the human and process side of data management. High-level strategies are explored to help professionals move from technical roles into leadership positions. Simple language is used throughout to ensure the concepts remain clear and practical for everyone.<\/p>\n\n\n\n<p>The way businesses use information has been changed forever. Massive amounts of data are generated every second. However, having data is not the same as having insights. A bridge must be built between raw information and meaningful action. This guide explores how that bridge is constructed using DataOps principles.<\/p>\n\n\n\n<p>The CDOM \u2013 Certified DataOps Manager certification is highlighted as a key tool for career growth. By understanding this framework, a professional is prepared to handle the challenges of modern data environments. The goal is to move away from slow, manual processes and toward a future of automated, high-quality data delivery.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"> Understanding CDOM \u2013 Certified DataOps Manager<\/h2>\n\n\n\n<p>The <strong>CDOM \u2013 Certified DataOps Manager<\/strong> is a professional path designed for those who wish to lead data teams. It is focused on the coordination of people, processes, and technology. The objective is to create a seamless flow of data across the entire organization.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why It Matters Today<\/h3>\n\n\n\n<p>Speed is the most important factor in the modern market. Decisions must be made based on fresh information. If a data pipeline is broken or slow, the entire business suffers. DataOps is used to solve these problems by applying agile methods to data management. A manager who is certified in this area is seen as a vital asset because they know how to keep the data flowing without interruptions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why are CDOM \u2013 Certified DataOps Manager certifications valuable?<\/h3>\n\n\n\n<p>Growth in the IT sector is often driven by specialized knowledge. The CDOM certification is respected because:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reliability is brought to data pipelines through proven frameworks.<\/li>\n\n\n\n<li>Communication gaps between data scientists and engineers are closed.<\/li>\n\n\n\n<li>Waste is reduced by automating repetitive tasks.<\/li>\n\n\n\n<li>A clear standard for excellence is provided for hiring managers.<\/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\">Why Choose <strong>DataOpsSchool?<\/strong><\/h2>\n\n\n\n<p>Selecting <strong><a href=\"https:\/\/dataopsschool.com\/\" data-type=\"link\" data-id=\"https:\/\/dataopsschool.com\/\">DataOpsSchool <\/a><\/strong>is a strategic move for professionals who want to master the art of data orchestration through a deeply practical, hands-on lens. Unlike traditional academic programs, this institution prioritizes real-world application, ensuring that every student works directly with the automation tools and cloud architectures used by today\u2019s industry leaders. The curriculum is meticulously crafted by experts to bridge the gap between legacy data handling and modern, high-speed delivery, providing a supportive ecosystem where complex technical challenges are simplified into actionable career skills. By focusing on the intersection of people, process, and technology, DataOpsSchool empowers you to not just learn the theory, but to lead the digital transformation of any data-driven organization with absolute confidence.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"> Deep-Dive into CDOM \u2013 Certified DataOps Manager<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What is this certification?<\/h3>\n\n\n\n<p>The CDOM \u2013 Certified DataOps Manager is an expert-level program. It is designed to teach the management of data lifecycles and the implementation of automated quality controls.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Who should take this certification?<\/h3>\n\n\n\n<p>This path is ideal for Senior Data Engineers, Cloud Architects, IT Managers, and anyone looking to transition into a leadership role within a data-driven department.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Certification Overview Table<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Track<\/strong><\/td><td><strong>Level<\/strong><\/td><td><strong>Who it\u2019s for<\/strong><\/td><td><strong>Prerequisites<\/strong><\/td><td><strong>Skills Covered<\/strong><\/td><td><strong>Recommended Order<\/strong><\/td><\/tr><\/thead><tbody><tr><td>Data Essentials<\/td><td>Level 1<\/td><td>Freshers \/ Junior Staff<\/td><td>Basic IT Literacy<\/td><td>Data Flow, Cloud Basics<\/td><td>1<\/td><\/tr><tr><td>DataOps Practitioner<\/td><td>Level 2<\/td><td>Mid-level Engineers<\/td><td>SQL &amp; Python<\/td><td>CI\/CD for Data, Versioning<\/td><td>2<\/td><\/tr><tr><td>Certified Manager (CDOM)<\/td><td>Level 3<\/td><td>Team Leads \/ Managers<\/td><td>Experience in Teams<\/td><td>Strategy, Governance, Ops<\/td><td>3<\/td><\/tr><tr><td>Enterprise Data Architect<\/td><td>Level 4<\/td><td>Architects<\/td><td>Advanced Infrastructure<\/td><td>Scaling, Multi-cloud Data<\/td><td>4<\/td><\/tr><tr><td>DataOps Executive<\/td><td>Level 5<\/td><td>Directors \/ VPs<\/td><td>Leadership Experience<\/td><td>Financials, Global Policy<\/td><td>5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Skills you will gain<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Proficiency in orchestrating complex data workflows.<\/li>\n\n\n\n<li>The ability to design automated testing for data quality.<\/li>\n\n\n\n<li>Expertise in managing cross-functional team communication.<\/li>\n\n\n\n<li>A deep understanding of the DataOps Manifesto and its application.<\/li>\n\n\n\n<li>Skills in reducing the time-to-market for data insights.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Real-world projects you should be able to do after this certification<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A fully automated &#8220;Data Factory&#8221; can be designed and deployed.<\/li>\n\n\n\n<li>Data quality monitoring can be integrated into a live production system.<\/li>\n\n\n\n<li>A legacy data system can be migrated to a modern DataOps framework.<\/li>\n\n\n\n<li>A governance policy for sensitive information can be established and enforced.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Preparation Plan<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">14 Days Plan (The Intensive Path)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The fundamental pillars of DataOps are studied for 4 hours daily.<\/li>\n\n\n\n<li>The official syllabus from DataOpsSchool is followed strictly.<\/li>\n\n\n\n<li>Short practice quizzes are completed every evening.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">30 Days Plan (The Professional Path)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Specific modules are tackled each week, focusing on automation and culture.<\/li>\n\n\n\n<li>Hands-on lab exercises are completed over the weekends.<\/li>\n\n\n\n<li>Flashcards are used to memorize key terminology and frameworks.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">60 Days Plan (The Mastery Path)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Extensive reading of industry white papers is prioritized.<\/li>\n\n\n\n<li>A small-scale DataOps project is built from scratch.<\/li>\n\n\n\n<li>Group study sessions are joined to discuss complex management scenarios.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Common mistakes to avoid<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Over-focusing on specific tools while ignoring the overall strategy.<\/li>\n\n\n\n<li>Failing to involve all stakeholders in the data pipeline design.<\/li>\n\n\n\n<li>Neglecting the importance of small, incremental improvements.<\/li>\n\n\n\n<li>Ignoring the feedback loop from the end-users of the data.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Best next certification after this<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Same Track:<\/strong> Enterprise Data Architect (Level 4).<\/li>\n\n\n\n<li><strong>Cross-Track:<\/strong> FinOps Certified Practitioner for cost management.<\/li>\n\n\n\n<li><strong>Leadership \/ Management:<\/strong> Executive MBA or Strategic Leadership certifications.<\/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\"> Choose Your Learning Path<\/h2>\n\n\n\n<p>Six distinct paths are available to help guide a professional career.<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>DevOps:<\/strong> This path is best for those who want to automate software development and IT operations together.<\/li>\n\n\n\n<li><strong>DevSecOps:<\/strong> This is designed for professionals who want to ensure that security is built into every part of the automation process.<\/li>\n\n\n\n<li><strong>Site Reliability Engineering (SRE):<\/strong> This is chosen by those who focus on the stability and scalability of large systems.<\/li>\n\n\n\n<li><strong>AIOps \/ MLOps:<\/strong> This is best for individuals who want to manage the operational side of Artificial Intelligence and Machine Learning.<\/li>\n\n\n\n<li><strong>DataOps:<\/strong> This is the perfect choice for managing the quality and speed of data delivery within a business.<\/li>\n\n\n\n<li><strong>FinOps:<\/strong> This is intended for those who want to manage and optimize the costs associated with cloud computing.<\/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\">Role \u2192 Recommended Certifications Mapping<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Role<\/strong><\/td><td><strong>Primary Recommended Certification<\/strong><\/td><td><strong>Secondary Recommended Certification<\/strong><\/td><\/tr><\/thead><tbody><tr><td>DevOps Engineer<\/td><td>Certified DevOps Professional<\/td><td>CDOM (for data specialization)<\/td><\/tr><tr><td>Site Reliability Engineer (SRE)<\/td><td>SRE Master<\/td><td>Cloud Security Specialist<\/td><\/tr><tr><td>Platform Engineer<\/td><td>Kubernetes Administrator<\/td><td>Terraform Expert<\/td><\/tr><tr><td>Cloud Engineer<\/td><td>Multi-Cloud Architect<\/td><td>FinOps Professional<\/td><\/tr><tr><td>Security Engineer<\/td><td>DevSecOps Expert<\/td><td>Cloud Security Plus<\/td><\/tr><tr><td>Data Engineer<\/td><td>DataOps Professional<\/td><td>Big Data Analytics<\/td><\/tr><tr><td>FinOps Practitioner<\/td><td>Certified FinOps Manager<\/td><td>Cloud Financial Leader<\/td><\/tr><tr><td>Engineering Manager<\/td><td>CDOM \u2013 Certified DataOps Manager<\/td><td>Strategic Leadership<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"> Next Certifications to Take<\/h2>\n\n\n\n<p>The following paths are recommended for those who have completed the CDOM program.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Same-Track Certification<\/h3>\n\n\n\n<p>The <strong>Enterprise Data Architect<\/strong> certification is a logical next step. While CDOM focuses on management, the Architect role focuses on the high-level design of the entire data ecosystem. It is used to ensure that the infrastructure can support the growth of the business.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cross-Track Certification<\/h3>\n\n\n\n<p>The <strong>FinOps Professional<\/strong> certification is highly suggested. As data systems grow, the costs associated with cloud storage and processing can become very high. By learning FinOps, a manager can ensure that the data strategy is also financially sustainable.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Leadership-Focused Certification<\/h3>\n\n\n\n<p>The <strong>Strategic IT Director<\/strong> program is recommended for those looking at executive roles. This training is used to develop the skills needed to lead multiple departments. It focuses on the alignment of technology with the long-term goals of the company.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Training &amp; Certification Support Institutions<\/h2>\n\n\n\n<p><strong>DevOpsSchool<\/strong><\/p>\n\n\n\n<p>High-quality training programs are delivered by this institution. A wide range of IT certifications is covered, with a focus on practical skills and career mentorship.<\/p>\n\n\n\n<p><strong>Cotocus<\/strong><\/p>\n\n\n\n<p>Customized learning paths for cloud and automation technologies are provided by Cotocus. Their approach is designed to help professionals stay relevant in a fast-changing market.<\/p>\n\n\n\n<p><strong>ScmGalaxy<\/strong><\/p>\n\n\n\n<p>A large library of technical articles and tutorials is maintained by ScmGalaxy. It serves as an important resource for anyone involved in software delivery and configuration.<\/p>\n\n\n\n<p><strong>BestDevOps<\/strong><\/p>\n\n\n\n<p>The most important skills for the modern IT professional are highlighted in the courses offered by BestDevOps. Simple and effective training methods are used here.<\/p>\n\n\n\n<p><strong>devsecopsschool.com<\/strong><\/p>\n\n\n\n<p>This platform is dedicated to the integration of security into the DevOps lifecycle. Practical training on modern security tools is provided.<\/p>\n\n\n\n<p><strong>sreschool.com<\/strong><\/p>\n\n\n\n<p>The focus here is on system reliability and performance. Courses are designed to help engineers build systems that never fail.<\/p>\n\n\n\n<p><strong>aiopsschool.com<\/strong><\/p>\n\n\n\n<p>Training on the use of AI to improve IT operations is provided by this specialized school. It is an essential stop for those looking at the future of automation.<\/p>\n\n\n\n<p><strong>dataopsschool.com<\/strong><\/p>\n\n\n\n<p>This is the official source for DataOps education. The CDOM \u2013 Certified DataOps Manager certification is managed and supported through this platform.<\/p>\n\n\n\n<p><strong>finopsschool.com<\/strong><\/p>\n\n\n\n<p>Specialized training in cloud financial management is offered here. It helps teams understand and control their cloud spending.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"> FAQ Section<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">General Strategic FAQs<\/h3>\n\n\n\n<p><strong>How is the complexity of these certifications managed by a working professional?<\/strong><\/p>\n\n\n\n<p>A balanced approach is recommended. By dedicating a few hours each week, even the most complex certifications can be achieved without burnout.<\/p>\n\n\n\n<p><strong>What is the primary reason for the growing demand for DataOps roles?<\/strong><\/p>\n\n\n\n<p>The need for speed and accuracy in decision-making is the main driver. Companies can no longer afford to wait for data to be manually processed.<\/p>\n\n\n\n<p><strong>Are there any specific hardware requirements for taking the online labs?<\/strong><\/p>\n\n\n\n<p>Most labs are cloud-based, so a standard computer with a reliable internet connection is usually all that is required.<\/p>\n\n\n\n<p><strong>How does a certification from DataOpsSchool improve a resume?<\/strong><\/p>\n\n\n\n<p>Global recognition is provided by these certifications. It shows that the candidate has been trained according to the highest industry standards.<\/p>\n\n\n\n<p><strong>Is it possible to take the CDOM exam without prior management experience?<\/strong><\/p>\n\n\n\n<p>Yes, but a strong understanding of technical data pipelines is necessary to pass the practical scenarios in the exam.<\/p>\n\n\n\n<p><strong>What kind of salary growth can be expected after becoming a Certified DataOps Manager?<\/strong><\/p>\n\n\n\n<p>Significant increases are often seen, as this is a specialized role with a high demand and a low supply of qualified professionals.<\/p>\n\n\n\n<p><strong>How long does the certification remain valid?<\/strong><\/p>\n\n\n\n<p>Most certifications are valid for two to three years. Renewal is usually achieved through continuing education or by taking an updated exam.<\/p>\n\n\n\n<p><strong>Are the exams conducted in a proctored environment?<\/strong><\/p>\n\n\n\n<p>Yes, to maintain the integrity of the certification, exams are typically proctored online or at a testing center.<\/p>\n\n\n\n<p><strong>Can these certifications be self-funded?<\/strong><\/p>\n\n\n\n<p>Yes, many professionals invest in their own education, although many employers are also willing to cover the costs for their staff.<\/p>\n\n\n\n<p><strong>What is the best way to handle the cultural changes required by DataOps?<\/strong><\/p>\n\n\n\n<p>Education and open communication are the best tools. When the benefits are understood by everyone, the transition becomes much easier.<\/p>\n\n\n\n<p><strong>Do these programs cover data privacy laws like GDPR?<\/strong><\/p>\n\n\n\n<p>Yes, basic governance and privacy principles are included to ensure that data management is done legally and ethically.<\/p>\n\n\n\n<p><strong>Is support provided for job placement after certification?<\/strong><\/p>\n\n\n\n<p>While not guaranteed, many institutions provide career guidance and networking opportunities to help students find the right roles.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">CDOM Specific FAQs<\/h3>\n\n\n\n<p><strong>1. What is the most difficult part of the CDOM exam?<\/strong><\/p>\n\n\n\n<p>The scenarios involving team conflict and process bottlenecks are often the most challenging parts of the assessment.<\/p>\n\n\n\n<p><strong>2. Is the CDOM certification relevant for small businesses?<\/strong><\/p>\n\n\n\n<p>Yes, even small teams can benefit from better data organization and automation.<\/p>\n\n\n\n<p><strong>3. How is the CDOM \u2013 Certified DataOps Manager program different from MLOps?<\/strong><\/p>\n\n\n\n<p>DataOps focuses on the flow of data, while MLOps focuses specifically on the lifecycle of machine learning models.<\/p>\n\n\n\n<p><strong>4. Can this certification be taken by someone with a background in traditional DBA roles?<\/strong><\/p>\n\n\n\n<p>Absolutely. It is an excellent way for DBAs to modernize their skills and move into a management track.<\/p>\n\n\n\n<p><strong>5. Are there any coding languages that should be learned before the CDOM?<\/strong><\/p>\n\n\n\n<p>A basic knowledge of SQL is very helpful, as it is the language of data.<\/p>\n\n\n\n<p><strong>6. Does the CDOM program include training on cloud platforms like AWS or Azure?<\/strong><\/p>\n\n\n\n<p>The principles are vendor-neutral, meaning they can be applied to any cloud or on-premise system.<\/p>\n\n\n\n<p><strong>7. How much does the CDOM \u2013 Certified DataOps Manager exam cost?<\/strong><\/p>\n\n\n\n<p>Current pricing can be found on the official website at <a href=\"https:\/\/gemini.google.com\/app\/1c4ab2c9edae644c\" target=\"_blank\" rel=\"noreferrer noopener\">DataOpsSchool<\/a>.<\/p>\n\n\n\n<p><strong>8. What is the format of the CDOM exam?<\/strong><\/p>\n\n\n\n<p>The exam typically consists of multiple-choice questions and case-study-based scenarios.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Testimonials<\/h2>\n\n\n\n<p><strong>Ananya<\/strong><\/p>\n\n\n\n<p>The clarity provided by this course was exactly what was needed for my career. The complex world of data management was broken down into simple, actionable steps.<\/p>\n\n\n\n<p><strong>Vikram<\/strong><\/p>\n\n\n\n<p>A new perspective on leadership was gained. The focus on automation has allowed me to lead my team more effectively and with less stress.<\/p>\n\n\n\n<p><strong>Suresh<\/strong><\/p>\n\n\n\n<p>The hands-on projects were the best part of the training. Real skills were built that could be used on the very first day back at the office.<\/p>\n\n\n\n<p><strong>Fatima<\/strong><\/p>\n\n\n\n<p>Confidence was increased through the mentorship provided at DevOpsSchool. It is more than just a certification; it is a complete learning experience.<\/p>\n\n\n\n<p><strong>Ishaan<\/strong><\/p>\n\n\n\n<p>The career path is now very clear. Becoming a Certified DataOps Manager has opened doors that were previously closed to me.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"> Conclusion<\/h2>\n\n\n\n<p>The journey toward becoming a <strong>CDOM \u2013 Certified DataOps Manager<\/strong> is a path toward future-proofing a career. The importance of this certification is found in the way it empowers professionals to solve real business problems. By mastering the orchestration of data, a leader is created who can thrive in any industry.<\/p>\n\n\n\n<p>Long-term benefits include not only career advancement but also the satisfaction of building systems that truly work. Strategic learning and certification planning are recommended as the best ways to stay ahead. The time to start this journey is now, ensuring that a position of leadership is secured in the evolving world of IT.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Efficiency in handling information is often what separates successful companies from those that struggle. In the past, data was handled in a very manual way. Today, that approach is&hellip;<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[220,219,221,222,87],"class_list":["post-697","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-careerindataops","tag-cdomcertification","tag-dataopsmanager","tag-dataopsskills","tag-dataopstraining"],"_links":{"self":[{"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/posts\/697","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/comments?post=697"}],"version-history":[{"count":2,"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/posts\/697\/revisions"}],"predecessor-version":[{"id":701,"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/posts\/697\/revisions\/701"}],"wp:attachment":[{"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/media?parent=697"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/categories?post=697"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cotocus.cn\/blog\/wp-json\/wp\/v2\/tags?post=697"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}