Architecture is where projects succeed or fail quietly. We model the domain explicitly, define clear service boundaries, and choose persistence per workload rather than forcing everything into one database.

For high-throughput systems we use event-driven designs on Kafka with CQRS, so reads and writes scale independently and the audit trail is a first-class concern, not an afterthought.