Systemic Design: Asynchronous State & Serverless Aggregations
Most modern web platforms suffer from bloated, expensive database polling models. By building event-driven state aggregations running on scheduled crons (using serverless runners like GitHub Actions or Firebase Functions) and piping that output directly to static object stores (like S3 or Cloud Storage), we completely eliminate database roundtrip latencies during client page renders.
This pattern, which I coined Static Ingestion Architecture, treats raw databases as private write-only streams and compiles the readable public state directly into highly-optimized JSON objects. The frontend loads in a single network roundtrip, maintaining 100ms LCP times regardless of request concurrency.