Estuary
4.8/5

One platform for all data movement

Unify CDC, batch, streaming, and app syncs with a single managed platform purpose-built for real-time ETL and ELT. Start streaming for AI and ops or batch-load for analytics — all set up in minutes with millisecond latency.

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  • 30-day free trial
Real-time ETL with Estuary: Seamlessly move data from source to destination for immediate analysis and actionable insights.Real-time ETL with Estuary: Seamlessly move data from source to destination for immediate analysis and actionable insights.

Right-time data movement

  • Oracle logoOracle logo
    Oracle
    MySQL logoMySQL logo
    MySQL
    Postgre SQL logoPostgre SQL logo
    Postgre SQL

    Streaming CDC

    Amazon S3 logoAmazon S3 logo
    Amazon S3
    Google Cloud Storage logoGoogle Cloud Storage logo
    GCS
    Azure Blob Storage logoAzure Blob Storage logo
    ABS

    Batch

    Netsuite logoNetsuite logo
    Netsuite
    Hubspot logoHubspot logo
    HubSpot
    Salesforce logoSalesforce logo
    Salesforce

    SaaS

    Google Cloud Pub Sub logoGoogle Cloud Pub Sub logo
    Google PubSub
    AWS Kinesis logoAWS Kinesis logo
    Amazon Kinesisb
    Apache Kafka logoApache Kafka logo
    Apache Kafka

    Real-time

    Analytics

    Snowflake logoSnowflake logo
    Snowflake
    Google BigQuery logoGoogle BigQuery logo
    Google Bigquery
    Redshift logoRedshift logo
    Amazon Redshift

    Ops

    ElasticSearch logoElasticSearch logo
    Elastic
    MongoDB logoMongoDB logo
    MongoDB
    Amazon DynamoDB logoAmazon DynamoDB logo
    Amazon DynamoDB

    AI

    Pinecone logoPinecone logo
    Pinecone
    Open AI logoOpen AI logo
    Open AI
    Databricks logoDatabricks logo
    Databricks
    EstuaryEstuary
    EstuaryEstuary

    Estuary

    Estuary is built from the ground up to unify CDC, batch, and streaming pipelines across databases, data warehouses, and SaaS apps all in one dependable platform. Capture from any source, sync to any destination, and control your data's cadence, all in minutes, without writing code. Estuary manages the rest, ensuring reliable, right-time delivery every step of the way.

  • Oracle logoOracle logo
    Oracle
    MySQL logoMySQL logo
    MySQL
    Postgre SQL logoPostgre SQL logo
    Postgre SQL

    Streaming CDC

    Amazon S3 logoAmazon S3 logo
    Amazon S3
    Google Cloud Storage logoGoogle Cloud Storage logo
    GCS
    Azure Blob Storage logoAzure Blob Storage logo
    ABS

    Batch

    Netsuite logoNetsuite logo
    Netsuite
    Hubspot logoHubspot logo
    HubSpot
    Salesforce logoSalesforce logo
    Salesforce

    SaaS

    Google Cloud Pub Sub logoGoogle Cloud Pub Sub logo
    Google PubSub
    AWS Kinesis logoAWS Kinesis logo
    Amazon Kinesisb
    Apache Kafka logoApache Kafka logo
    Apache Kafka

    Real-time

    CaptureCapture
    CaptureCapture
    CaptureCapture

    Capture

    Capture change data in real-time from databases using streaming CDC, real-time messaging, APIs, SaaS apps and more.

  • Stream, Store, Transform, ReplayStream, Store, Transform, Replay
    Stream, Store, Transform, ReplayStream, Store, Transform, Replay
    Stream, Store, Transform, ReplayStream, Store, Transform, Replay

    Stream, Store, Transform, Replay

    Stream data exactly with sub-100ms latency to all destinations, transform it as needed. Store data reliably as it streams using collections, durable transaction logs of unlimited size, and replay collections to backfill data or time travel.

  • MaterializeMaterialize

    Analytics

    Snowflake logoSnowflake logo
    Snowflake
    Google BigQuery logoGoogle BigQuery logo
    Google Bigquery
    Redshift logoRedshift logo
    Amazon Redshift

    Ops

    ElasticSearch logoElasticSearch logo
    Elastic
    MongoDB logoMongoDB logo
    MongoDB
    Amazon DynamoDB logoAmazon DynamoDB logo
    Amazon DynamoDB

    AI

    Pinecone logoPinecone logo
    Pinecone
    Open AI logoOpen AI logo
    Open AI
    Databricks logoDatabricks logo
    Databricks
    MaterializeMaterialize
    MaterializeMaterialize

    Materialize

    Write data at any speed, from real-time streaming to hour+ intervals, into side-by-side destinations to support analytics, operations, and AI. Update data in place or add all change data as needed.

    Key features

    Estuary stands out because it brings together the best of CDC, real-time, and batch with modern data engineering best practices, enabling the best of both worlds, without managing infrastructure.

    No-code connectors

    Connect apps, analytics, and AI using 200+ of streaming CDC, real-time, and batch no-code connectors built by Estuary for speed and scale.

    End-to-end CDC

    Perform end-to-end streaming CDC.

    • Stream transaction logs + incremental backfill.
    • Capture change data to a collection.
    • Reuse for transformations or destinations.

    Kafka compatibility

    Use Estuary Dekaf to connect any Kafka-compatible destination to Estuary as if it were a Kafka cluster via the destination's existing Kafka consumer API support.

    Real-time and batch

    Stream data from each source, then load each destination at any speed, from <100ms for operations or hour+ intervals, for analytics.

    Private storage

    As you capture data, Estuary automatically stores each stream as a reusable collection, like a Kafka topic but with unlimited storage. It is a durable append-only transaction log stored in your own private account so you can set security rules and encryption.

    EstuaryEstuary

    ELT and ETL

    Transform and derive data in real-time (ETL), using SQL or Typescript for operations, or use dbt to transform data (ELT) for analytics.

    Many to many

    Move data from many sources to collections, then to many destinations all at once. Share and reuse data across projects, or replace sources and destinations without impacting others.

    Backfill and replay

    Reuse collections to backfill destinations enabling fast and effective one-to-many distribution, streaming transformations and time travel, at any time.

    Schema evolution

    Automatically inferred and managed from source to destination using schema evolution.

    • Automated downstream updates.
    • Continuous data validation and testing.

    CLI and API Automation using flowctl.

    Multi-cloud deployment

    Deploy each capture, SQL or TypeScript task, and materialization of a single pipeline in the same or different public or private clouds and regions.

    Create dependable, right-time data pipelines in minutes

    Connect hundreds of sources and destinations with no-code pipelines that give you full control over latency, cost, and deployment — all from one platform.

    1. Create a data pipeline - Step 1Create a data pipeline - Step 1

      1. Integrate Sources

      Add sources and destinations using agentless, no-code connectors for CDC, batch, and streaming across databases, SaaS, and data warehouses.

      See connectors
    2. Create a data pipeline - Step 2Create a data pipeline - Step 2

      2. Manage Cadence

      Choose the right cadence for every connection from sub-second streaming to scheduled batches and optimize speed or cost based on your workload.

    3. Create a data pipeline - Step 3Create a data pipeline - Step 3

      3. Ensure Reliability

      Choose between maintaining a mirrored copy of your data or a full audit log with exactly-once delivery, guaranteed.

    The same data across analytics, Ops, and AI

    Add data from your sources into collections. Then reuse that data for any destinations in real-time or batch.

    Analytics
    Ops
    AI
    Estuary logoEstuary logo
    Flow path with arrowFlow path with arrow
    Analytics ConnectorsAnalytics Connectors

    Load into BigQuery, Databricks, Redshift or Snowflake for analytics.

    Coding optionalCoding optional

    Configure or code to power AI with right-time data

    Build dependable, AI-ready data pipelines using the right mix of no-code configuration and developer tools. Estuary unifies batch and streaming so enterprises can move, transform, and sync data continuously across their stack - fueling analytics, operations, and AI.

    • Use 200+ of no-code connectors for apps, databases, data warehouses, and more.

    • Build visually in the Estuary UI or develop with the flowctl CLI.

    • Transform using Streaming SQL (ETL) and TypeScript (ETL) or dbt (ELT) in your warehouse — delivering fresh, right-time data to power AI models and applications.

    Coding optionalCoding optional

    Use modern DataOps

    Rely on built-in data pipeline best practices, integrate tooling, and automate DataOps to improve productivity and reduce downtime.

    • Automate DataOps and integrate with other tooling using the flowctl CLI.

    • Use built-in pipeline testing to validate data and pipeline flows automatically.

    • Select advanced schema detection and automate schema evolution.

    Schema evolution optionsSchema evolution options
    Maximize efficiency, reduce expensesMaximize efficiency, reduce expenses

    Increase productivity.
    Reduce costs.

    Focus on building, not babysitting pipelines. Estuary helps teams move faster and spend less with dependable, right-time data movement and predictable pricing.

    • Build and scale pipelines 4x faster with fewer failures and less manual troubleshooting.

    • Cut data costs by 40-60% with transparent, throughput-based pricing (see pricing.)

    • Minimize source strain by capturing data once, then sync it everywhere you need.

    • Optimize destination spend with right-time updates—stream in real time when it matters, batch when it doesn't.

    Deliver right-time data at scale

    Estuary powers dependable data movement at massive scale - unifying batch, streaming, and CDC pipelines in production for thousands of enterprises. Built for the world's most demanding workloads, Estuary moves data over 7+ GB/sec with sub-100 ms latency.

    • Stream or batch data at any scale from sub-second to scheduled updates.

    • Ensure data integrity with exactly-once delivery and deterministic recovery.

    • Monitor performance with built-in alerting, load balancing, and failover designed for enterprise reliability.

    Estuary performance metricsEstuary performance metrics
    Estuary logoEstuary logo

    7+GB/sec

    Single dataflow

    5500+

    Active users

    <100ms

    Latency

    Enterprise-grade security & reliability

    Your data stays in your environment, Estuary simply moves it securely between systems. With enterprise-grade compliance and private deployment options, you can meet the strictest governance requirements without sacrificing performance.

    • We never store your data - we just help move it

    • HIPAA, GDPR, CCPA, and CPRA compliant

    • SOC 2 Type II certified

    Secure Your Data with Estuary: Compliance and CertificationSecure Your Data with Estuary: Compliance and Certification

    Streaming ETL vs. Batch ELT

    Key feature - Real-time and batchKey feature - Real-time and batch

    Streaming ETL

    With Estuary, you extract data exactly and only once using CDC, real-time, or batch; use ELT and ETL; and deliver to many destinations with one pipeline.

    Key feature - Real-time and batchKey feature - Real-time and batch

    Batch

    SaaS ELT tools are batch only, point-to-point replication. Each destination requires its own pipeline and source extractions, adding loads, costs, and time.

    How Estuary compares

    Feature Comparison

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