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Estuary Flow

Real-time ETL/ELT with sub-second CDC streaming, batch, and SQL transforms in one runtime.

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About

Estuary Flow is a data integration platform built for real-time pipelines: log-based CDC captures stream changes from databases in sub-seconds, while batch ingestion, SQL/TypeScript/Python transformations, and materializations to warehouses, lakes, and operational systems all run on the same runtime. Durable collections decouple capture from delivery, so the same data can feed multiple destinations, backfills, and replays without re-extracting from the source. It offers 200+ connectors, automated schema evolution, exactly-once delivery, and public, private, or bring-your-own-cloud deployment. Pricing is consumption-based (data volume plus connector task hours) rather than per-row, with a free tier around 10GB/month — costs can still climb with volume, the connector catalog is smaller than Fivetran's, and advanced streaming features assume real technical comfort.

What it can do

  • Sub-second CDC streaming; batch + streaming in one runtime; 200+ connectors; SQL, Python, and TypeScript transforms; automated schema evolution; exactly-once delivery; public/private/BYOC deployment; pipeline monitoring and AI-assisted troubleshooting.

Setup

Create a workspace, add a capture connector for your source, define collections and derivations, then add materializations — no-code for standard flows, SQL or TypeScript for transforms.

Prerequisites

Source database with CDC/log access for streaming (or API credentials for SaaS sources); a destination system.

Use cases

Streaming CDC from Postgres or MySQL into Snowflake or BigQueryReal-time dashboards and operational analytics on fresh dataUnifying batch and streaming pipelines on one platform

Works with

dbt CloudSnowflakeBigQuery

Trust score — 7/10

/10 trustVerified

Scored 7/10 (verified tier, metrics-v1). Evidence: Sub-second CDC, durable collections, exactly-once delivery from vendor docs and integration pages.; 200+ connectors, SQL/TypeScript/Python transforms, public/private/BYOC deployment corroborated across vendor and comparison sources.; Free tier (~10GB/mo) and consumption pricing from 2026 comparison tables.; Limitations disclosed: consumption costs scale with volume, smaller connector catalog than Fivetran, advanced streaming needs technical skill..

Sources

Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.