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REAL-TIME ETL & CDC

Stream into Amazon S3 Iceberg (delta updates) with your free account

Continously ingest and deliver both streaming and batch change data from 100s of sources using Estuary's custom no-code connectors.

  • <100ms Data pipelines
  • 100+ Connectors
  • 2-5x less than batch ELT
01. Select a source02. Transform in-flight03. Deliver to Amazon S3 Iceberg (delta updates)
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Amazon S3 Iceberg (delta updates) connector details

This connector materializes Flow collections into Apache Iceberg tables stored in Amazon S3. It batches delta updates inside Flow, converts them to Parquet files, and appends them to Iceberg tables on a schedule you configure, making it efficient for near real-time CDC-style updates.

  • Materializes Flow collections into Iceberg tables on Amazon S3
  • Designed for delta updates, enabling low-latency CDC replication
  • Compatible with AWS Glue or Iceberg REST Catalogs for metadata management
  • Configurable upload intervals to balance freshness and cost
  • Supports Iceberg V2 column types for flexible schema handling

For more details about the Amazon S3 Iceberg (delta updates) connector, check out the documentation page.

How to connect your data source to Amazon S3 Iceberg (delta updates) in 3 easy steps

1

Connect your data source

Select from more than 100 supported databases and SaaS platforms including PostgreSQL, MySQL, SQL Server, MongoDB, and Kafka.

2

Prepare and transform your data

Apply transformations and schema mapping as data moves whether you are streaming in real time or loading in batches.

3

Sync to Amazon S3 Iceberg (delta updates)

Continuously or periodically deliver data into your destination with support for change data capture and reliable delivery for accurate insights.

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All data connections are fully encrypted in transit and at rest. Estuary also supports private cloud and BYOC deployments for maximum security and compliance.

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HIGH THROUGHPUT

Distributed event-driven architecture enable boundless scaling with exactly-once semantics.

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DURABLE REPLICATION

Cloud storage backed CDC w/ heart beats ensures reliability, even if your destination is down.

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REAL-TIME INGESTION

Capture and relay every insert, update, and delete in milliseconds.

Real-timehigh throughput

Point a connector and replicate changes to Amazon S3 Iceberg (delta updates) in <100ms. Leverage high-availability, high-throughput Change Data Capture.Or choose from 100s of batch and real-time connectors to move and transform data using ELT and ETL.

  • Ensure your Amazon S3 Iceberg (delta updates) insights always reflect the latest data by connecting your databases to Amazon S3 Iceberg (delta updates) with change data capture.
  • Or connect critical SaaS apps to Amazon S3 Iceberg (delta updates) with real-time data pipelines.

See how you can integrate any source with Amazon S3 Iceberg (delta updates):

Details

or choose from these popular data sources:

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PostgreSQL
MySQL logo
MySQL
SQL Server logo
SQL Server
MongoDB logo
MongoDB
Apache Kafka logo
Apache Kafka
BigQuery logo
BigQuery
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Snowflake Data Cloud

Don't see a connector?Request and our team will get back to you in 24 hours

Pipelines as fast as Kafka, easy as managed ELT/ETL, cheaper than building it.

Feature Comparison

EstuaryBatch ELT/ETLDIY PythonKafka
Price$$$-$$$$$-$$$$$-$$$$
Speed<100ms5min+Varies<100ms
EaseAnalysts can manageAnalysts can manageData EngineerSenior Data Engineer
Scale
Maintenance EffortLowMediumHighHigh
Detailed Comparison

Deliver real-time and batch data from DBs, SaaS, APIs, and more

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Popular sources/destinations you can sync your data with

Choose from more than 100 supported databases and SaaS applications. Click any source/destination below to open the integration guide and learn how to sync your data in real time or batches.