Stream Join

A stream join combines multiple event streams to produce richer context. For example, a payment event may be joined with a user session, or an order stream with an inventory update stream. However, stream joins are harder than classic SQL joins because windowing, late events, and state retention must be managed carefully. When designed well, they provide a powerful foundation for real-time enriched analytics and decision systems.