
Redis vs Kafka for Real-Time Data: Streams, Pub/Sub, and Queues
Redis is fast for ephemeral messaging. Kafka is durable for event streaming. They overlap in real-time use cases—here's when each fits.
Practical perspectives on enterprise software development, infrastructure automation, and cloud engineering from our project experience.

Redis is fast for ephemeral messaging. Kafka is durable for event streaming. They overlap in real-time use cases—here's when each fits.

Elasticsearch changed its license. AWS forked OpenSearch. Now you have to choose—here's what actually matters for your search and analytics workloads.

CloudFront integrates deeply with AWS. Cloudflare offers a generous free tier and broader edge platform. Here's how to choose your CDN.

Helm uses templates and packages. Kustomize uses overlays and patches. Two different approaches to managing Kubernetes manifests—here's how to choose.

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.

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.
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