System Architecture & RFC Draft Generator

Under the proposed architecture, we will utilize a distributed message broker to decouple the ingest service from processing workers. The ingest service will run as an auto-scaling container group, writing raw event logs directly to a managed queue. A fleet of consumer worker services will pull messages, deserialize the payload, apply validation schemas, and update the primary transactional database. For caching, we recommend a Redis cluster to serve frequent read queries, which reduces database load by approximately forty percent. Data security is maintained by encrypting payloads in transit via TLS and at rest using managed keys.