Data & AI

Exactly-Once Stream Processing

Data & AI Pipelines diagram · made in Skemio

Streaming architecture diagram showing message flow through operators with checkpoint barriers and two-phase commit sink writing to database.
Streaming architecture diagram showing message flow through operators with checkpoint barriers and two-phase commit sink writing to database.

What it shows

  • Checkpoint barriers flow inline with stream records to align operators.
  • State backends persist snapshots synchronously when barriers arrive.
  • Two-phase commit sink contracts ensure downstream DB commits match state.

The takeaway

Barrier synchronization paired with two-phase commit sinks delivers true end-to-end exactly-once.

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