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REAL-TIME ETL & CDC

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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
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01. Move from Salesforce02. Transform in-flight03. Select a destination
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Salesforce connector details

The Salesforce connector captures standard and custom Salesforce objects into Estuary Flow collections using a hybrid approach that combines the Bulk API 2.0 for backfills and the REST API for incremental updates. It’s designed to efficiently sync large Salesforce datasets while maintaining high performance and accuracy for both standard and custom fields.

  • High-performance data ingestion: Uses Bulk API 2.0 for initial and backfill loads, achieving faster throughput while preserving REST API call limits.
  • Automatic formula field refresh: Keeps formula fields up to date by automatically re-querying their values on a customizable schedule, even though Salesforce doesn’t track these changes natively.
  • Custom object and field support: Accurately captures custom Salesforce objects and fields, including complex data types and relationships.
  • Granular configuration options: Supports OAuth or Username, Password, and Security Token authentication, with optional sandbox mode and adjustable query window sizes.
  • Optimized for large orgs: Allows selective capture of specific objects or fields to minimize load, and supports creating dedicated read-only users for scoped access.
  • Incremental and backfill sync: Captures historical data during initial setup, then transitions seamlessly to incremental updates for continuous synchronization.

💡 Tip: Schedule periodic formula field refreshes (via the schedule property) to ensure calculated values remain accurate across your downstream systems, especially for reports or analytics dependent on derived fields.

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

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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 from Salesforce 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 Salesforce insights always reflect the latest data by connecting your databases to Salesforce with change data capture.
  • Or connect critical SaaS apps to Salesforce with real-time data pipelines.
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Feature Comparison

EstuaryBatch ELT/ETLDIY PythonKAFKA
Price$$$-$$$$$-$$$$$-$$$$
Speed<100ms5min+Varies<100ms
EaseAnalysts can manageAnalysts can manageData EngineerSenior Data Engineer
Scale
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