Transactional Outbox & Saga Pattern for E-commerce

Prerequisite: Familiarity with the concepts introduced in Part 8 — Phase3 Full Cutover. Review it first if the terminology in this part is unfamiliar. Answer-first: Distributed transaction consistency is achieved using a choreography-based saga paired with a PostgreSQL transactional outbox. Business mutations write to the outbox atomically. Background workers publish events to Dapr PubSub every 500ms, while idempotent consumer handlers process compensation events on failure. Adopting this pattern guarantees sub-50ms P99 latency bounds, zero-allocation memory optimization, and fault-tolerant event-driven state synchronization across production systems. ...

June 3, 2026 · 16 min · Lê Tuấn Anh

System Design Survival: The Architectural Shield Guide

Prerequisite: Familiarity with the concepts introduced in Part 6 — From Coder To Orchestrator. Review it first if the terminology in this part is unfamiliar. Answer-first: While AI assistants excel at generating localized code functions, they remain blind to holistic distributed system failures, network partition handling, and cascading degradation. System design—encompassing Circuit Breakers, Rate Limiters, Distributed Locks, and CAP theorem trade-offs—serves as the ultimate career survival shield for software engineers. Architecting this pipeline enforces sub-50ms P99 latency guarantees, OpenTelemetry GenAI semantic conventions, and 2026 Model Context. ...

May 13, 2026 · 6 min · Lê Tuấn Anh