Pipeline Brief

Estuary

Real-time data platform unifying CDC, streaming, and batch

About Estuary

Estuary unifies CDC, streaming, and batch ingestion through the same connector infrastructure. Captures changes with sub-second latency and supports full historical backfills. Managed offering eliminates Kafka operational overhead.

Best for

Best for teams wanting to unify real-time CDC and batch pipelines without managing Kafka

Pros & Cons

Pros

  • Unifies CDC, streaming, and batch in one platform
  • Sub-second latency with managed infrastructure
  • Free tier for proof of concept

Cons

  • Newer platform — less proven at massive enterprise scale
  • Not a general-purpose message broker
  • CDC requires log access on source databases

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