Welcome to Engineering Systems & Leading Change.

Building a flexible task engine requires careful decisions around business rules, data modeling, and migration. Learn how event-driven architecture, task versioning, and strangler fig migration shaped a production system.

Building a production-grade Encompass integration requires defensive architecture and pragmatic tradeoffs. Learn about saga orchestration, lock-aware queuing, webhook reconciliation, and operational resilience patterns that apply to any unreliable third-party system.