{"id":2341,"date":"2026-06-19T07:19:42","date_gmt":"2026-06-19T07:19:42","guid":{"rendered":"https:\/\/keralaorbit.com\/blog\/?p=2341"},"modified":"2026-06-19T07:19:42","modified_gmt":"2026-06-19T07:19:42","slug":"learn-aiops-from-scratch-training-certifications-use-cases-and-best-practices","status":"publish","type":"post","link":"https:\/\/keralaorbit.com\/blog\/learn-aiops-from-scratch-training-certifications-use-cases-and-best-practices\/","title":{"rendered":"Learn AIOps from Scratch: Training, Certifications, Use Cases, and Best Practices"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>Modern IT environments generate enormous amounts of operational data from applications, servers, cloud platforms, containers, networks, and monitoring systems. As organizations continue to adopt cloud-native technologies and distributed architectures, traditional IT operations teams often struggle to manage growing complexity.<\/p>\n\n\n\n<p>This is where AIOps comes into play.<\/p>\n\n\n\n<p>AIOps, or Artificial Intelligence for IT Operations, combines machine learning, big data analytics, automation, and observability to help organizations detect anomalies, correlate events, identify root causes, predict incidents, and automate operational tasks.<\/p>\n\n\n\n<p>Whether you are a DevOps Engineer, Site Reliability Engineer, Cloud Engineer, System Administrator, IT Manager, or a student exploring emerging technologies, learning AIOps can significantly improve your career opportunities and technical expertise.<\/p>\n\n\n\n<p>In this guide, you&#8217;ll learn AIOps from scratch, including its fundamentals, training paths, certifications, use cases, tools, and best practices.<\/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 AIOps?<\/h2>\n\n\n\n<p>AIOps stands for Artificial Intelligence for IT Operations. The term refers to the use of artificial intelligence and machine learning technologies to enhance and automate IT operations processes.<\/p>\n\n\n\n<p>AIOps platforms collect and analyze large volumes of data from:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Monitoring tools<\/li>\n\n\n\n<li>Log management systems<\/li>\n\n\n\n<li>Cloud environments<\/li>\n\n\n\n<li>Applications<\/li>\n\n\n\n<li>Network devices<\/li>\n\n\n\n<li>Infrastructure components<\/li>\n\n\n\n<li>Service management platforms<\/li>\n<\/ul>\n\n\n\n<p>By analyzing this data in real time, AIOps solutions help organizations:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detect anomalies automatically<\/li>\n\n\n\n<li>Reduce alert noise<\/li>\n\n\n\n<li>Correlate related events<\/li>\n\n\n\n<li>Identify root causes faster<\/li>\n\n\n\n<li>Predict future incidents<\/li>\n\n\n\n<li>Automate remediation actions<\/li>\n<\/ul>\n\n\n\n<p>The ultimate goal is to improve operational efficiency, reliability, and service availability.<\/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 Matters Today<\/h2>\n\n\n\n<p>Organizations are rapidly adopting:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cloud computing<\/li>\n\n\n\n<li>Kubernetes<\/li>\n\n\n\n<li>Microservices<\/li>\n\n\n\n<li>DevOps practices<\/li>\n\n\n\n<li>Multi-cloud environments<\/li>\n\n\n\n<li>Hybrid infrastructure<\/li>\n<\/ul>\n\n\n\n<p>These technologies generate millions of events and logs daily.<\/p>\n\n\n\n<p>Manual monitoring approaches are no longer sufficient because:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Alert volumes continue to grow<\/li>\n\n\n\n<li>Root cause analysis becomes more complex<\/li>\n\n\n\n<li>Incident resolution takes longer<\/li>\n\n\n\n<li>Operational costs increase<\/li>\n<\/ul>\n\n\n\n<p>AIOps addresses these challenges by introducing intelligence and automation into IT operations workflows.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Core Components of AIOps<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Data Collection<\/h3>\n\n\n\n<p>AIOps platforms collect data from multiple sources, including:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Metrics<\/li>\n\n\n\n<li>Logs<\/li>\n\n\n\n<li>Traces<\/li>\n\n\n\n<li>Events<\/li>\n\n\n\n<li>Alerts<\/li>\n\n\n\n<li>Tickets<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Big Data Analytics<\/h3>\n\n\n\n<p>Collected data is normalized and processed to identify patterns and relationships.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Machine Learning<\/h3>\n\n\n\n<p>Machine learning algorithms analyze historical and real-time data to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detect anomalies<\/li>\n\n\n\n<li>Identify trends<\/li>\n\n\n\n<li>Predict failures<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Event Correlation<\/h3>\n\n\n\n<p>Multiple alerts are grouped together to reduce noise and identify actual incidents.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Root Cause Analysis<\/h3>\n\n\n\n<p>AIOps helps teams quickly determine the source of a problem.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Automation<\/h3>\n\n\n\n<p>Routine operational tasks can be automated to reduce manual effort.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Benefits of Learning AIOps<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">High Industry Demand<\/h3>\n\n\n\n<p>Organizations across industries are investing in intelligent IT operations.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Better Career Opportunities<\/h3>\n\n\n\n<p>AIOps skills complement roles such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DevOps Engineer<\/li>\n\n\n\n<li>SRE<\/li>\n\n\n\n<li>Cloud Engineer<\/li>\n\n\n\n<li>Platform Engineer<\/li>\n\n\n\n<li>IT Operations Engineer<\/li>\n\n\n\n<li>Monitoring Specialist<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Improved Problem-Solving Skills<\/h3>\n\n\n\n<p>Understanding AIOps improves your ability to manage modern infrastructure.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Future-Proof Expertise<\/h3>\n\n\n\n<p>AI-driven operations are becoming a standard requirement for enterprise IT teams.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Higher Operational Efficiency<\/h3>\n\n\n\n<p>AIOps professionals help organizations reduce downtime and improve service quality.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Skills Required to Learn AIOps<\/h2>\n\n\n\n<p>You do not need to be a data scientist to start learning AIOps.<\/p>\n\n\n\n<p>A strong foundation in the following areas is helpful:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">IT Operations<\/h3>\n\n\n\n<p>Understanding:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Servers<\/li>\n\n\n\n<li>Networks<\/li>\n\n\n\n<li>Operating systems<\/li>\n\n\n\n<li>Monitoring<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Cloud Computing<\/h3>\n\n\n\n<p>Knowledge of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AWS<\/li>\n\n\n\n<li>Azure<\/li>\n\n\n\n<li>Google Cloud<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">DevOps<\/h3>\n\n\n\n<p>Understanding:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CI\/CD<\/li>\n\n\n\n<li>Automation<\/li>\n\n\n\n<li>Infrastructure as Code<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Monitoring and Observability<\/h3>\n\n\n\n<p>Experience with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Metrics<\/li>\n\n\n\n<li>Logs<\/li>\n\n\n\n<li>Traces<\/li>\n\n\n\n<li>Dashboards<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Basic Machine Learning Concepts<\/h3>\n\n\n\n<p>Understanding:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pattern recognition<\/li>\n\n\n\n<li>Anomaly detection<\/li>\n\n\n\n<li>Predictive analytics<\/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\">AIOps Learning Roadmap<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1: Learn IT Operations Fundamentals<\/h3>\n\n\n\n<p>Start with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Linux administration<\/li>\n\n\n\n<li>Networking basics<\/li>\n\n\n\n<li>Monitoring concepts<\/li>\n\n\n\n<li>Incident management<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 2: Learn Cloud Technologies<\/h3>\n\n\n\n<p>Understand:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cloud infrastructure<\/li>\n\n\n\n<li>Containers<\/li>\n\n\n\n<li>Kubernetes<\/li>\n\n\n\n<li>Distributed systems<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 3: Study Observability<\/h3>\n\n\n\n<p>Focus on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Metrics<\/li>\n\n\n\n<li>Logs<\/li>\n\n\n\n<li>Traces<\/li>\n\n\n\n<li>Application monitoring<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 4: Learn Automation<\/h3>\n\n\n\n<p>Explore:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scripting<\/li>\n\n\n\n<li>CI\/CD<\/li>\n\n\n\n<li>Infrastructure automation<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 5: Understand AI and Machine Learning Basics<\/h3>\n\n\n\n<p>Learn:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Supervised learning<\/li>\n\n\n\n<li>Unsupervised learning<\/li>\n\n\n\n<li>Anomaly detection models<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 6: Explore AIOps Platforms<\/h3>\n\n\n\n<p>Gain hands-on experience with leading AIOps tools.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">AIOps Certifications Worth Considering<\/h2>\n\n\n\n<p>Certifications provide structured learning and industry recognition.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AIOps Foundation Certification<\/h3>\n\n\n\n<p>Ideal for beginners.<\/p>\n\n\n\n<p>Covers:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AIOps concepts<\/li>\n\n\n\n<li>AI fundamentals<\/li>\n\n\n\n<li>Machine learning basics<\/li>\n\n\n\n<li>Operational use cases<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">DevOps and SRE Certifications<\/h3>\n\n\n\n<p>Helpful complementary certifications include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DevOps Foundation<\/li>\n\n\n\n<li>SRE Foundation<\/li>\n\n\n\n<li>Cloud Certifications<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Observability Certifications<\/h3>\n\n\n\n<p>Useful for professionals working with monitoring and analytics platforms.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Popular AIOps Tools<\/h2>\n\n\n\n<p>Several tools support AIOps initiatives.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Splunk IT Service Intelligence<\/h3>\n\n\n\n<p>Offers:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Event correlation<\/li>\n\n\n\n<li>Predictive analytics<\/li>\n\n\n\n<li>Service monitoring<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Dynatrace<\/h3>\n\n\n\n<p>Provides:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-powered observability<\/li>\n\n\n\n<li>Root cause analysis<\/li>\n\n\n\n<li>Performance monitoring<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Datadog<\/h3>\n\n\n\n<p>Supports:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Infrastructure monitoring<\/li>\n\n\n\n<li>Application monitoring<\/li>\n\n\n\n<li>AI-assisted troubleshooting<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">New Relic<\/h3>\n\n\n\n<p>Provides intelligent observability and incident analysis.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">IBM Watson AIOps<\/h3>\n\n\n\n<p>Uses AI for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Incident management<\/li>\n\n\n\n<li>Event correlation<\/li>\n\n\n\n<li>Automated remediation<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Moogsoft<\/h3>\n\n\n\n<p>Specializes in:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Noise reduction<\/li>\n\n\n\n<li>Event intelligence<\/li>\n\n\n\n<li>Incident detection<\/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\">Real-World AIOps Use Cases<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Incident Management<\/h3>\n\n\n\n<p>AIOps helps identify and resolve incidents faster.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Root Cause Analysis<\/h3>\n\n\n\n<p>AI algorithms identify the underlying causes of system failures.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Alert Noise Reduction<\/h3>\n\n\n\n<p>Thousands of alerts can be consolidated into a single actionable incident.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Capacity Planning<\/h3>\n\n\n\n<p>AIOps predicts future resource requirements.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Predictive Maintenance<\/h3>\n\n\n\n<p>Potential failures are detected before service disruptions occur.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cloud Operations<\/h3>\n\n\n\n<p>AIOps improves visibility across complex cloud environments.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Security Monitoring<\/h3>\n\n\n\n<p>AI assists in identifying unusual activity and operational risks.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">AIOps for Site Reliability Engineering<\/h2>\n\n\n\n<p>Site Reliability Engineering teams benefit significantly from AIOps.<\/p>\n\n\n\n<p>Key advantages include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Faster incident response<\/li>\n\n\n\n<li>Reduced Mean Time to Resolution<\/li>\n\n\n\n<li>Improved service reliability<\/li>\n\n\n\n<li>Automated remediation<\/li>\n\n\n\n<li>Better observability<\/li>\n<\/ul>\n\n\n\n<p>AIOps enables SRE teams to focus on reliability improvements rather than repetitive operational tasks.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">AIOps for DevOps Teams<\/h2>\n\n\n\n<p>DevOps teams use AIOps to improve:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Continuous Monitoring<\/h3>\n\n\n\n<p>Real-time insights throughout the delivery pipeline.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Deployment Analysis<\/h3>\n\n\n\n<p>Detection of deployment-related issues.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Automated Incident Response<\/h3>\n\n\n\n<p>Faster remediation of production problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Service Reliability<\/h3>\n\n\n\n<p>Improved availability and user experience.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Common Challenges in AIOps Adoption<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Data Quality Issues<\/h3>\n\n\n\n<p>Poor-quality data reduces AI effectiveness.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Tool Integration Complexity<\/h3>\n\n\n\n<p>Multiple systems must be integrated successfully.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Skills Gap<\/h3>\n\n\n\n<p>Organizations need professionals who understand both operations and AI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Change Management<\/h3>\n\n\n\n<p>Teams must adapt to new operational workflows.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Initial Investment<\/h3>\n\n\n\n<p>Successful implementation requires planning and commitment.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Best Practices for Learning and Implementing AIOps<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Start with Fundamentals<\/h3>\n\n\n\n<p>Build strong IT operations knowledge first.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Learn Observability<\/h3>\n\n\n\n<p>Understanding monitoring and telemetry is essential.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Gain Hands-On Experience<\/h3>\n\n\n\n<p>Practice with real tools and environments.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Focus on Use Cases<\/h3>\n\n\n\n<p>Understand how AIOps solves business problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Learn Automation<\/h3>\n\n\n\n<p>Automation is a core pillar of successful AIOps strategies.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Understand Business Impact<\/h3>\n\n\n\n<p>Connect technical improvements to business outcomes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pursue Certifications<\/h3>\n\n\n\n<p>Structured certification programs accelerate learning.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Continue Learning<\/h3>\n\n\n\n<p>AIOps technologies evolve rapidly and require ongoing skill development.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Career Opportunities in AIOps<\/h2>\n\n\n\n<p>Growing demand exists for professionals in roles such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AIOps Engineer<\/li>\n\n\n\n<li>DevOps Engineer<\/li>\n\n\n\n<li>Site Reliability Engineer<\/li>\n\n\n\n<li>Cloud Operations Engineer<\/li>\n\n\n\n<li>Platform Engineer<\/li>\n\n\n\n<li>IT Operations Analyst<\/li>\n\n\n\n<li>Monitoring Engineer<\/li>\n\n\n\n<li>Observability Engineer<\/li>\n<\/ul>\n\n\n\n<p>Organizations increasingly seek professionals capable of combining operations expertise with AI-driven automation skills.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Future of AIOps<\/h2>\n\n\n\n<p>The future of AIOps is closely tied to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Generative AI<\/li>\n\n\n\n<li>Autonomous operations<\/li>\n\n\n\n<li>Intelligent automation<\/li>\n\n\n\n<li>Advanced observability<\/li>\n\n\n\n<li>Predictive analytics<\/li>\n\n\n\n<li>Self-healing infrastructure<\/li>\n<\/ul>\n\n\n\n<p>As IT environments continue to grow in complexity, AIOps will become a critical component of modern operations strategies.<\/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>AIOps represents the next evolution of IT operations, helping organizations manage complex digital environments through artificial intelligence, machine learning, automation, and observability. By reducing alert fatigue, accelerating root cause analysis, improving incident response, and enabling predictive operations, AIOps delivers significant value to both technical teams and businesses.<\/p>\n\n\n\n<p>For professionals looking to build future-ready careers, now is an excellent time to learn AIOps. Start by mastering IT operations fundamentals, cloud technologies, observability, and automation. Follow a structured training path, pursue relevant certifications, gain hands-on experience with industry-leading tools, and apply best practices to real-world scenarios. As enterprises continue adopting AI-driven operations, AIOps skills will remain highly valuable across DevOps, SRE, cloud, and IT operations roles.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Modern IT environments generate enormous amounts of operational data from applications, servers, cloud platforms, containers, networks, and monitoring systems. [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":2342,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2341","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/posts\/2341","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/comments?post=2341"}],"version-history":[{"count":1,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/posts\/2341\/revisions"}],"predecessor-version":[{"id":2343,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/posts\/2341\/revisions\/2343"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/media\/2342"}],"wp:attachment":[{"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/media?parent=2341"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/categories?post=2341"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/keralaorbit.com\/blog\/wp-json\/wp\/v2\/tags?post=2341"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}