Beyond Features: The Hidden Engineering Challenges of Production Graph+Vector Systems

This article reveals the critical production engineering challenges that simple feature comparisons overlook when building low-latency graph+vector databases. These insights—from snapshot isolation topology validation to retention-aware MVCC design—directly impact system stability and query quality in ways that affect every production deployment. Understanding these pitfalls is essential for database engineers aiming to avoid costly failures at scale.