2025-11-30 - Enhanced Watermark Validation for Shared Content¶

Release¶

AgileData.io - Safer Data Sharing: Additional Watermark Verification

We’ve added an extra layer of watermark validation when processing shared content between tenants. This enhancement ensures that data sharing between environments maintains proper incremental load tracking and prevents data inconsistencies.

Behind the scenes, we use watermarks to track what data has been processed in incremental loads. When sharing data between tenants or projects, it’s critical that these watermarks are validated correctly to ensure you’re not missing data or reprocessing unnecessarily. This additional verification step provides extra confidence in multi-tenant data workflows.

What’s New:

Additional watermark back-check for shared content processing
Enhanced validation logic to catch edge cases in multi-tenant scenarios
Improved reliability for consume-to-consume watermark tracking
Better handling of YouTube and other API-based data collection workflows

What this means for you:

More reliable incremental loads when consuming shared data
Reduced risk of missing or duplicate data in shared content scenarios
Better stability for projects that depend on shared tiles from other environments
More confidence in your multi-tenant data architecture
Fewer data inconsistency issues to troubleshoot

Last Refreshed¶

Doc Refreshed: 2025-11-30