
Prometheus vs CloudWatch: Monitoring on AWS
CloudWatch is built into AWS and costs nothing extra for basics. Prometheus gives you power and portability. Here's when to go beyond CloudWatch.
Practical perspectives on enterprise software development, infrastructure automation, and cloud engineering from our project experience.

CloudWatch is built into AWS and costs nothing extra for basics. Prometheus gives you power and portability. Here's when to go beyond CloudWatch.

Datadog is a polished all-in-one platform. The Grafana stack (Prometheus, Loki, Tempo) gives you control and avoids vendor lock-in. Here's how to choose.

Terraform provisions infrastructure. Ansible configures it. They solve different problems but the overlap creates real confusion—here's how to think about it.

Document-heavy workflows are where AI quietly pays off fastest. A practical look at what AI document processing can really automate, where humans still belong, and how to build it so you can trust the output.

OAuth 2.0 handles authorization. OIDC adds identity on top. The confusion between them causes real security mistakes—here's how they actually relate.

Keycloak gives you full control. Auth0 gives you developer experience. Cognito gives you AWS integration. Here's how to pick your identity provider.

Jenkins is infinitely customizable but operationally expensive. GitHub Actions is simpler but less flexible. Here's how to evaluate the migration.

Aurora promises 5x MySQL performance and automatic scaling storage. RDS costs less and is simpler. Here's when the Aurora premium is actually justified.

DynamoDB is fully managed with predictable scaling. MongoDB gives you a flexible query language and runs anywhere. Here's how to decide.
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