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- <100ms Data pipelines
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- 2-5x less than batch ELT



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.


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

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

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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Pipelines as fast as Kafka, easy as managed ELT/ETL, cheaper than building it.
Feature Comparison
Estuary | Batch ELT/ETL | DIY Python | KAFKA | |
---|---|---|---|---|
Price | $ | $$-$$$$ | $-$$$$ | $-$$$$ |
Speed | <100ms | 5min+ | Varies | <100ms |
Ease | Analysts can manage | Analysts can manage | Data Engineer | Senior Data Engineer |
Scale |

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