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Azure DevOps pipeline automates build, test, and deploy across repositories and agents, producing artifacts and enabling CI/CD with triggers, stages, approvals monitoring and logs.

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Kubernetes cluster security: network policies, RBAC, PodSecurity, image scanning, secrets management, logging, monitoring, automated updates, node hardening, least-privilege nodes.

Diagram showing AWS cost optimization: rightsizing, reserved instances, autoscaling, spot instances, storage tiering, monitoring, budgeting, tagging, and cost allocation. for teams

Illustration of webhook-based CI/CD integration: repository events trigger webhook payloads to CI servers, automated build, test, and deploy pipelines execute with logs and status.

Illustration of essential DevOps tools and workflows: CI/CD pipelines, containers, orchestration, monitoring, IaC, version control, test automation, team collaboration for engineers

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Diagram of migrating applications to Kubernetes: building containers, CI/CD, microservices, deployments, autoscaling, service mesh, observability, and automated cluster management.

Developer using AWS CLI in a terminal to manage cloud resources: commands, configuration files, deployment progress, monitoring metrics and icons for EC2, S3, IAM and Lambda. logs!

DevOps pipeline diagram showing CI, automated tests, deployment, monitoring dashboards, alerts, logs, performance metrics, cloud infra and continuous feedback loops and tracing v2!

AWS database backup workflow: scheduled snapshots, encrypted S3/Glacier storage, cross-region replication, IAM permissions, CloudWatch alerts, automated Lambda orchestration. & SNS

Cloud security overview: layered defenses, identity & access control, encryption, secure configurations, monitoring and compliance, automated patching, backups & incident response.