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Architecture

Not a diagram gallery — the reasoning behind why the projects and case studies on this site are shaped the way they are.

Event-driven integration over point-to-point calls

RelayHub treats integration as ingest → validate → transform → deliver, with Kafka decoupling producers from consumers. A slow or unavailable downstream target degrades that target's delivery, not the whole pipeline.

Retry and DLQ as first-class outcomes, not error handling as an afterthought

A delivery failure is an expected outcome, not an exception to route around. Bounded retries, then a dead-letter path with enough context to diagnose and replay, mean a failure is always something a human can act on later — not silently dropped or retried forever.

Idempotency and ordering where they actually matter

Concurrency without an ordering guarantee is how the race condition in “A Race Condition in Distributed Delivery Processing” (Case Studies) happened. Where two related events can race, per-entity ordering (not a global lock) is usually the cheapest fix that preserves throughput.

Observability as part of the design, not bolted on after

RelayHub's admin console is backed by Prometheus metrics fed by continuous synthetic traffic (relayhub-demo-systems), so throughput, latency, and failure rate are visible even without live production integrations.

A clean adapter boundary between UI and backend

This site's own RelayHub Live Lab depends only on a RelayHubAdapter interface, never on a concrete network call — the same principle applied to the frontend layer that RelayHub applies to backend integration: a stable boundary that the implementation behind it can change without breaking callers.

Batch vs. real-time is a deliberate choice, not a default

“Legacy State vs. New Configuration in Batch Processing” (Case Studies) is a reminder that a batch job's assumptions about record shape have to account for records created under an older configuration — a schema or config change isn't finished until existing records are accounted for, not just new ones.