swarm-advanced-features

Versioned migrations are applied by a migration runner that tracks schema versions and applies changes safely in order, enabling controlled evolution of your datasets. This ensures schema changes are managed systematically without data loss.

The best way to export large datasets is through streaming export with built-in integrity checks. This approach supports data migrations and offline processing for complex datasets by processing records continuously without overwhelming system memory.

Yes, you can restore production data from a backup if corruption is detected. The system provides reliable backup and restore procedures designed to protect production data and recover datasets to a verified, consistent state.

Schema versioning is needed when your enterprise data models evolve over time and require controlled migrations. It tracks schema versions to ensure production systems can safely apply changes and maintain data integrity across updates.

Yes, streaming data processing works with complex dataset migrations by enabling export and import workflows with integrity checks. This supports production scenarios requiring reliable data movement across large datasets.