Stop Over-Engineering Data Ingestion: Choosing the Right Stack for Your Actual Problem

Most teams adopt heavyweight solutions like Kafka before hitting their first performance bottleneck. This guide maps five production-tested stacks from minimal fetch loops to AI agent systems, showing engineers how to build only the complexity their specific use case demands—cutting unnecessary infrastructure, maintenance costs, and operational overhead.