Estuary

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Deliver data from databases, SaaS apps, APIs, files, and streaming systems into Bytewax using Estuary's pre-built connectors. Run pipelines from real-time streaming to scheduled batch based on connector capabilities.

  • <100ms to batch
  • 200+ connectors
  • Managed data pipelines
01. Select a source02. Transform in-flight03. Deliver to Bytewax
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Bytewax connector details

The Bytewax materialization connector in Estuary streams data from Estuary collections to Bytewax as Kafka-compatible messages using Dekaf. Bytewax can consume these streams in real time for Python-based dataflows, transformations, analytics, and other low-latency processing workloads.

  • Kafka-compatible streaming from Estuary collections to Bytewax
  • Real-time data delivery for Bytewax dataflow applications
  • No separate Kafka broker required — Bytewax connects directly to Estuary’s Dekaf endpoint
  • One or more Estuary collections can be exposed as Kafka-compatible topics
  • Configurable topic names for individual collection bindings
  • Kafka or CDC deletion modes for controlling how deleted records are represented
  • Optional strict Kafka-compatible topic naming
  • SASL/SSL authentication using the materialization name and an auth token

Bytewax connects to Estuary using the Dekaf Kafka-compatible endpoint with SASL_SSL and PLAIN authentication. By default, each binding’s topic name corresponds to its Estuary collection, though custom topic names can be configured.

For more details about the Bytewax connector, check out the documentation page.

How to connect your data source to Bytewax in 3 easy steps

  1. 1

    Connect your data source

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

  2. 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. 3

    Sync to Bytewax

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

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Trusted by data teams worldwide

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

HIGH THROUGHPUT

Distributed, event-driven architecture scales for demanding data workloads.

DURABLE COLLECTIONS

Store data as it moves so you can transform, replay, and deliver it downstream.

FLEXIBLE LATENCY

From <100ms CDC and real-time streaming to scheduled batch, depending on connector capabilities.

From <100ms to batch

Estuary supports CDC, real-time streaming, incremental syncs, and scheduled batch across its connector ecosystem. Bring data from databases, SaaS apps, APIs, files, and event streams into Bytewax, with capture and delivery cadence based on connector capabilities and pipeline configuration.

  • Connect data from operational databases, SaaS applications, APIs, files, and streaming systems to Bytewax through Estuary.
  • Transform and route data through Estuary collections before delivering it to Bytewax.

See what you can connect to Bytewax:

Details

or choose from these popular data sources:

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

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

Feature Comparison

EstuaryBatch ELT/ETLDIY PythonKafka
Price$$$-$$$$$-$$$$$-$$$$
Latency<100ms to scheduled5min+Varies<100ms
EaseAnalysts can manageAnalysts can manageData EngineerSenior Data Engineer
Scale
Maintenance EffortLowMediumHighHigh

One platform for real-time and batch data pipelines

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.