{"id":461,"date":"2026-03-21T09:04:26","date_gmt":"2026-03-21T09:04:26","guid":{"rendered":"https:\/\/gastrohospitals.com\/blog\/?p=461"},"modified":"2026-03-21T09:04:26","modified_gmt":"2026-03-21T09:04:26","slug":"the-professional-blueprint-mastering-the-aiops-foundation-certification","status":"publish","type":"post","link":"https:\/\/gastrohospitals.com\/blog\/the-professional-blueprint-mastering-the-aiops-foundation-certification\/","title":{"rendered":"The Professional Blueprint: Mastering the AIOps Foundation Certification"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/gastrohospitals.com\/blog\/wp-content\/uploads\/2026\/03\/unnamed-11.jpg\" alt=\"\" class=\"wp-image-462\" srcset=\"https:\/\/gastrohospitals.com\/blog\/wp-content\/uploads\/2026\/03\/unnamed-11.jpg 1024w, https:\/\/gastrohospitals.com\/blog\/wp-content\/uploads\/2026\/03\/unnamed-11-300x168.jpg 300w, https:\/\/gastrohospitals.com\/blog\/wp-content\/uploads\/2026\/03\/unnamed-11-768x429.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>The <strong><a href=\"https:\/\/aiopsschool.com\/certifications\/aiops-foundation-certification.html\">AIOps Foundation Certification<\/a><\/strong> represents a critical milestone for professionals looking to bridge the gap between traditional operations and autonomous systems. As infrastructure scales beyond human capacity, this certification provides the theoretical and practical framework required to implement artificial intelligence within IT operations. This guide is designed for AIOps Foundation Certification aspirants, including DevOps practitioners and Site Reliability Engineers who need to automate complex decision-making processes. By following this roadmap, professionals can transition from manual monitoring to proactive, AI-driven observability, ensuring their career remains resilient in a cloud-native world.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">What is the AIOps Foundation Certification?<\/h2>\n\n\n\n<p>The AIOps Foundation Certification is a professional credential that validates an individual&#8217;s understanding of how artificial intelligence and machine learning enhance IT operations. It exists to solve the problem of &#8220;alert fatigue&#8221; and data silos in modern, distributed environments. Rather than focusing purely on academic theory, this certification emphasizes the integration of data science techniques into production-level workflows. It aligns with modern engineering by shifting the focus from reactive troubleshooting to predictive maintenance, allowing teams to handle the massive telemetry generated by microservices and serverless architectures.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Who Should Pursue AIOps Foundation Certification?<\/h2>\n\n\n\n<p>This certification is highly beneficial for DevOps engineers, SREs, and Cloud Architects who manage large-scale infrastructure. It is equally relevant for Security and Data professionals who need to understand how anomaly detection and pattern recognition can protect and optimize data pipelines. While beginners can use it to build a strong conceptual base, experienced engineers will find it valuable for pivoting into senior platform engineering roles. Managers and technical leaders should pursue it to better understand how to allocate budget and talent toward automation and operational efficiency on a global scale.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Why AIOps Foundation Certification is Valuable and Beyond<\/h2>\n\n\n\n<p>In an era where infrastructure is defined by code, the ability to apply AI to operational data ensures long-term career longevity. Enterprise adoption of AIOps is accelerating because manual intervention is no longer cost-effective or fast enough for modern business demands. This certification helps professionals stay relevant by teaching them to look at &#8220;data as an asset&#8221; rather than just logs to be stored. The return on investment is significant, as it moves an engineer from being a &#8220;task executor&#8221; to an &#8220;architect of intelligent systems,&#8221; a role that commands higher influence and compensation.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">AIOps Foundation Certification Overview<\/h2>\n\n\n\n<p>The program is delivered via the AIOps Foundation Certification course and is hosted on the AIOpsSchool website. The certification is structured to provide a comprehensive baseline of knowledge, covering the entire lifecycle of AIOps from data ingestion to automated remediation. It utilizes a rigorous assessment approach that ensures candidates understand the functional components of an AIOps platform. The ownership of the program remains with industry experts who update the curriculum to reflect real-world enterprise practices and evolving machine learning models.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">AIOps Foundation Certification Tracks &amp; Levels<\/h2>\n\n\n\n<p>The certification ecosystem is designed to support a clear career progression, starting with the Foundation level and moving toward Professional and Advanced specializations. The Foundation level introduces the core pillars of Big Data and ML in the context of IT operations, while higher levels dive into specific implementations like automated root cause analysis. These tracks align with various career paths, allowing a DevOps engineer to specialize in intelligent CI\/CD or an SRE to focus on autonomous incident response. This modular approach ensures that learning is continuous and directly applicable to evolving job descriptions.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Complete AIOps Foundation Certification Table<\/h2>\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>Operations<\/td><td>Foundation<\/td><td>Aspiring AIOps Engineers<\/td><td>Basic IT Ops knowledge<\/td><td>ML Basics, Data Ingestion, Pattern Discovery<\/td><td>1<\/td><\/tr><tr><td>Engineering<\/td><td>Professional<\/td><td>DevOps \/ SRE Professionals<\/td><td>Foundation Cert<\/td><td>Algorithmic IT Operations, Anomaly Detection<\/td><td>2<\/td><\/tr><tr><td>Strategy<\/td><td>Advanced<\/td><td>Architects \/ Tech Leads<\/td><td>Professional Cert<\/td><td>AIOps Strategy, Tool Selection, ROI Mapping<\/td><td>3<\/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\">Detailed Guide for Each AIOps Foundation Certification<\/h2>\n\n\n\n<p><strong>What it is<\/strong><\/p>\n\n\n\n<p>This certification validates a professional&#8217;s grasp of the fundamental concepts, terminology, and architectural components of AIOps. It ensures you understand how to move from traditional monitoring to AI-enhanced visibility.<\/p>\n\n\n\n<p><strong>Who should take it<\/strong><\/p>\n\n\n\n<p>This is suitable for junior to mid-level engineers, project managers, and IT stakeholders who want to understand the &#8220;why&#8221; and &#8220;how&#8221; behind intelligent operations without getting lost in deep data science math.<\/p>\n\n\n\n<p><strong>Skills you\u2019ll gain<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Understanding the AIOps implementation framework.<\/li>\n\n\n\n<li>Knowledge of data collection methods across hybrid clouds.<\/li>\n\n\n\n<li>Capability to differentiate between supervised and unsupervised learning in Ops.<\/li>\n\n\n\n<li>Familiarity with noise reduction and alert correlation techniques.<\/li>\n<\/ul>\n\n\n\n<p><strong>Real-world projects you should be able to do<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Designing a high-level roadmap for transitioning a NOC to an AIOps model.<\/li>\n\n\n\n<li>Identifying key data sources required for predictive analytics in a production environment.<\/li>\n\n\n\n<li>Evaluating existing monitoring tools for AIOps readiness.<\/li>\n<\/ul>\n\n\n\n<p><strong>Preparation plan<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>7\u201314 days:<\/strong> Focused review of the official study guide and terminology.<\/li>\n\n\n\n<li><strong>30 days:<\/strong> Deep dive into case studies and basic ML concepts for operations.<\/li>\n\n\n\n<li><strong>60 days:<\/strong> Comprehensive study including hands-on labs with open-source AIOps tools.<\/li>\n<\/ul>\n\n\n\n<p><strong>Common mistakes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Focusing too much on specific tool features rather than underlying logic.<\/li>\n\n\n\n<li>Underestimating the importance of data quality and governance.<\/li>\n\n\n\n<li>Skipping the foundational DevOps and SRE principles that AIOps builds upon.<\/li>\n<\/ul>\n\n\n\n<p><strong>Best next certification after this<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Same-track option: AIOps Professional Specialist.<\/li>\n\n\n\n<li>Cross-track option: Certified Site Reliability Engineer \u2013 Foundation.<\/li>\n\n\n\n<li>Leadership option: Digital Transformation Officer.<\/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<h2 class=\"wp-block-heading\">DevOps Path<\/h2>\n\n\n\n<p>The DevOps path focuses on integrating AI into the software development lifecycle to accelerate delivery. Engineers in this track learn how AIOps can optimize CI\/CD pipelines by predicting build failures or deployment risks. This path is essential for teams aiming for &#8220;NoOps&#8221; or highly automated environments. It bridges the gap between code quality and operational stability using data-driven insights.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">DevSecOps Path<\/h2>\n\n\n\n<p>In the DevSecOps path, AIOps is utilized to enhance security posture through automated threat detection and response. Professionals learn to apply machine learning to identify unusual patterns in user behavior or network traffic that traditional rules might miss. This path ensures that security keeps pace with rapid deployment cycles. It transforms security from a manual gatekeeper into an automated, intelligent guardian.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">SRE Path<\/h2>\n\n\n\n<p>The SRE path leverages AIOps to maintain service level objectives (SLOs) through proactive incident management. It focuses on using AI for automated root cause analysis and predictive scaling to prevent outages before they occur. This is the most practical application for maintaining high availability in complex systems. It allows SREs to focus on engineering improvements rather than repetitive toil.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AIOps \/ MLOps Path<\/h2>\n\n\n\n<p>This path is for those who want to specialize in the intersection of operational excellence and machine learning lifecycle management. It covers how to maintain the health of ML models in production while using those models to monitor the infrastructure. It is a dual-purpose track that treats AI as both the tool and the subject of operations. This is critical for organizations running heavy AI\/ML workloads.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">DataOps Path<\/h2>\n\n\n\n<p>The DataOps path applies AIOps principles to the data pipeline itself, ensuring high data quality and availability for downstream consumers. Engineers learn to monitor data health, detect schema drift, and automate the remediation of broken pipelines. This path is vital for businesses where data is the primary product. It brings the discipline of DevOps to the world of big data and analytics.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">FinOps Path<\/h2>\n\n\n\n<p>The FinOps path uses AIOps to manage and optimize cloud spending through intelligent forecasting and anomaly detection in billing. It helps organizations identify &#8220;orphaned&#8221; resources and predict future costs based on historical usage patterns. This path is increasingly important as cloud budgets become a significant portion of enterprise expenses. It provides the financial visibility needed for sustainable business growth.<\/p>\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 AIOps Foundation Certification Certifications<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Role<\/strong><\/td><td><strong>Recommended Certifications<\/strong><\/td><\/tr><\/thead><tbody><tr><td>DevOps Engineer<\/td><td>AIOps Foundation + DevOps Professional<\/td><\/tr><tr><td>SRE<\/td><td>AIOps Foundation + Certified Site Reliability Engineer \u2013 Foundation<\/td><\/tr><tr><td>Platform Engineer<\/td><td>AIOps Foundation + Cloud Architecture<\/td><\/tr><tr><td>Cloud Engineer<\/td><td>AIOps Foundation + Vendor Specific Specialist<\/td><\/tr><tr><td>Security Engineer<\/td><td>AIOps Foundation + DevSecOps Expert<\/td><\/tr><tr><td>Data Engineer<\/td><td>AIOps Foundation + DataOps Practitioner<\/td><\/tr><tr><td>FinOps Practitioner<\/td><td>AIOps Foundation + FinOps Certified Practitioner<\/td><\/tr><tr><td>Engineering Manager<\/td><td>AIOps Foundation + ITIL \/ Strategy<\/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 After AIOps Foundation Certification<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">Same Track Progression<\/h2>\n\n\n\n<p>Deepening your specialization within AIOps involves moving toward implementation-heavy certifications. This includes mastering specific algorithms for time-series forecasting and advanced event correlation. Professionals should look for certifications that focus on autonomous remediation and &#8220;closed-loop&#8221; automation. This ensures you can not only identify problems but also build systems that fix them.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Cross-Track Expansion<\/h2>\n\n\n\n<p>Broadening your skills means looking at certifications in adjacent fields like SRE or FinOps. Understanding how AIOps impacts cloud costs or site reliability makes you a more versatile engineer. For example, combining AIOps with DevSecOps allows you to build &#8220;Self-Healing Security&#8221; systems. This cross-pollination of skills is what distinguishes principal engineers from senior engineers.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Leadership &amp; Management Track<\/h2>\n\n\n\n<p>For those transitioning to leadership, the focus shifts from technical implementation to strategic alignment. Certifications in Digital Transformation or IT Service Management (ITSM) are logical next steps. These programs teach you how to build teams, manage vendor relationships, and calculate the ROI of AI investments. It prepares you to lead large-scale organizational changes driven by automation.<\/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 Providers for AIOps Foundation Certification<\/h2>\n\n\n\n<p><strong>DevOpsSchool<\/strong><\/p>\n\n\n\n<p>This provider offers extensive resources and structured training programs specifically tailored for DevOps and AIOps integration. Their curriculum is known for being industry-aligned and updated frequently to match current market demands. They provide a blend of theoretical knowledge and practical labs that help students grasp complex automation concepts effectively.<\/p>\n\n\n\n<p><strong>Cotocus<\/strong><\/p>\n\n\n\n<p>Cotocus focuses on providing high-quality technical training with an emphasis on hands-on experience and real-world scenarios. Their approach to AIOps training involves deep dives into toolchains and architectural patterns used by modern enterprises. They are a preferred choice for professionals looking for mentor-led sessions and personalized learning paths.<\/p>\n\n\n\n<p><strong>Scmgalaxy<\/strong><\/p>\n\n\n\n<p>Scmgalaxy is a prominent community and training hub that provides a wealth of knowledge on configuration management and operational automation. They offer specialized workshops and certification prep that help engineers master the complexities of AIOps. Their vast library of tutorials and articles serves as an excellent reference for ongoing professional development.<\/p>\n\n\n\n<p><strong>BestDevOps<\/strong><\/p>\n\n\n\n<p>BestDevOps specializes in career-oriented training that targets the specific skills needed to excel in modern engineering roles. Their AIOps Foundation modules are designed to be concise and impactful, focusing on the most relevant technologies. They provide excellent support for candidates looking to clear certifications while gaining practical job-ready skills.<\/p>\n\n\n\n<p><strong>Devsecopsschool<\/strong><\/p>\n\n\n\n<p>This organization bridges the gap between security and operations, offering specialized training in automated security within an AIOps framework. Their courses emphasize the use of AI for threat intelligence and proactive defense mechanisms. They are an ideal choice for engineers who want to specialize in the intelligent security niche.<\/p>\n\n\n\n<p><strong>Sreschool<\/strong><\/p>\n\n\n\n<p>Sreschool focuses purely on the principles of Site Reliability Engineering, making them an expert at teaching the &#8220;SRE way&#8221; of implementing AIOps. Their training covers everything from error budgets to automated incident response using machine learning. Their programs are highly respected by platform engineering teams worldwide.<\/p>\n\n\n\n<p><strong><a href=\"https:\/\/aiopsschool.com\/\">Aiopsschool<\/a><\/strong><\/p>\n\n\n\n<p>Aiopsschool is the primary destination for dedicated AIOps education, offering deep specializations and foundational courses. They provide the core curriculum and assessment standards that define the AIOps Foundation Certification. Their focus is entirely on the evolution of IT operations through artificial intelligence and big data.<\/p>\n\n\n\n<p><strong>Dataopsschool<\/strong><\/p>\n\n\n\n<p>Dataopsschool addresses the unique challenges of managing data at scale using AIOps principles. Their training helps engineers build resilient data pipelines and automated data quality checks. They are the go-to resource for professionals moving into data-centric operational roles.<\/p>\n\n\n\n<p><strong>Finopsschool<\/strong><\/p>\n\n\n\n<p>Finopsschool provides the specialized knowledge required to merge financial accountability with cloud operations. Their AIOps-related courses focus on using machine learning for cost optimization and budget forecasting. This training is essential for anyone responsible for managing the cloud bottom line in a large organization.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently Asked Questions (General)<\/h2>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Is the AIOps Foundation Certification difficult for someone without a math background?<\/strong>The foundation level focuses on concepts and logic rather than complex calculus, making it accessible to most IT professionals.<\/li>\n\n\n\n<li><strong>How long does it take to prepare for the exam?<\/strong>Most professionals with an IT background can successfully prepare within 30 to 60 days of consistent study.<\/li>\n\n\n\n<li><strong>Are there any strict prerequisites for the Foundation level?<\/strong>There are no formal prerequisites, but a basic understanding of cloud computing and IT operations is highly recommended.<\/li>\n\n\n\n<li><strong>Does this certification require knowledge of Python or R?<\/strong>While not strictly required for the foundation level, basic scripting knowledge helps in understanding how AI models are deployed.<\/li>\n\n\n\n<li><strong>How does this differ from a standard DevOps certification?<\/strong>DevOps focuses on the culture and process of delivery, while AIOps focuses specifically on using AI to manage the resulting operational data.<\/li>\n\n\n\n<li><strong>Is the certification recognized globally?<\/strong>Yes, the principles taught are based on industry-standard frameworks used by global enterprises.<\/li>\n\n\n\n<li><strong>What is the format of the assessment?<\/strong>The assessment typically consists of multiple-choice questions designed to test both knowledge and situational application.<\/li>\n\n\n\n<li><strong>Can I take the exam online?<\/strong>Yes, most authorized providers offer proctored online exams for global accessibility.<\/li>\n\n\n\n<li><strong>How often is the curriculum updated?<\/strong>The curriculum is reviewed annually to include emerging trends in machine learning and cloud-native technologies.<\/li>\n\n\n\n<li><strong>Will this help me get a job as an SRE?<\/strong>Absolutely, as AIOps is becoming a core competency for modern SRE teams.<\/li>\n\n\n\n<li><strong>What is the validity period of the certification?<\/strong>The certification is typically valid for two to three years, after which recertification or moving to a higher level is encouraged.<\/li>\n\n\n\n<li><strong>Does it cover specific tools like Splunk or Datadog?<\/strong>It covers the functional categories of tools rather than being a vendor-specific product manual.<\/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\">FAQs on AIOps Foundation Certification<\/h2>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>What exactly does &#8220;AIOps Foundation&#8221; cover?<\/strong>It covers the four stages of AIOps: Data selection, Pattern discovery, Inference, and Communication\/Automation within IT environments.<\/li>\n\n\n\n<li><strong>Why choose this over a general AI course?<\/strong>General AI courses are too broad; this is laser-focused on the specific metrics, logs, and traces found in IT infrastructure.<\/li>\n\n\n\n<li><strong>How does AIOps improve incident management?<\/strong>It uses correlation to group hundreds of related alerts into a single &#8220;incident,&#8221; significantly reducing the time to detect issues.<\/li>\n\n\n\n<li><strong>Can I implement AIOps without a Data Scientist?<\/strong>Yes, the certification teaches you how to use AIOps platforms that have pre-built models, reducing the need for deep data science.<\/li>\n\n\n\n<li><strong>Is it relevant for on-premise data centers?<\/strong>Yes, AIOps is equally valuable for hybrid and on-premise environments that suffer from high noise and complex monitoring.<\/li>\n\n\n\n<li><strong>What is the core philosophy of the certification?<\/strong>The philosophy is to replace manual, repetitive operational tasks with intelligent, data-driven automation.<\/li>\n\n\n\n<li><strong>Does it help with &#8220;Alert Fatigue&#8221;?<\/strong>Yes, it is one of the primary problems AIOps solves by using algorithms to suppress noise and highlight critical issues.<\/li>\n\n\n\n<li><strong>Is it worth the investment?<\/strong>For any engineer looking to move into high-level platform or architecture roles, it is a highly strategic career investment.<\/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\">Conclusion<\/h2>\n\n\n\n<p>The transition to AI-driven operations is not a matter of &#8220;if&#8221; but &#8220;when.&#8221; For the individual contributor, the AIOps Foundation Certification acts as a bridge to the future of the industry. It provides a structured way to understand how high-scale systems can be managed without burnout. While no certification is a magic wand for a career, this one provides the specific vocabulary and conceptual framework that modern enterprises are looking for. If you are currently working in DevOps or SRE and find yourself overwhelmed by the sheer volume of telemetry data, this certification is a practical and necessary step forward. It moves you away from being a fire-fighter and toward being an engineer who builds systems that can sense and heal themselves.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction The AIOps Foundation Certification represents a critical milestone for professionals looking to bridge the gap between traditional operations and [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[79,78,80,81,68],"class_list":["post-461","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-aiopscertification","tag-aiopsfoundation","tag-itoperations","tag-observability","tag-sitereliabilityengineer"],"_links":{"self":[{"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/posts\/461","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/comments?post=461"}],"version-history":[{"count":1,"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/posts\/461\/revisions"}],"predecessor-version":[{"id":463,"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/posts\/461\/revisions\/463"}],"wp:attachment":[{"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/media?parent=461"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/categories?post=461"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gastrohospitals.com\/blog\/wp-json\/wp\/v2\/tags?post=461"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}