Rich connectors
SaaS, databases and object storage with incremental syncs and CDC.
Incremental + CDC
Track high watermarks or stream changes (WAL/binlog) for efficient, resumable loads.
Schema evolution
Auto‑detect new columns and types; optional backfills and coercion strategies.
Throughput control
Batch sizing, concurrency and rate limits tuned per connector to protect sources.
Supported classes
- SaaS: Salesforce, Zendesk, Shopify, Google Ads…
- Databases: Postgres, MySQL, SQL Server, MongoDB…
- Storage: S3/GCS/Azure Blob, HTTP, SFTP