Data Freshness & Delta Sync
How to Keep Embeddings Up to Date Without Full Reindexing
Updating vectors correctly requires tracking changes, not running cron jobs. Learn how incremental embedding updates work.
January 16, 202510 min read
Learn how to keep your vector embeddings up to date without expensive full reindexing. Discover delta sync strategies, change tracking, and incremental update patterns that maintain data freshness at scale.
Updating vectors correctly requires tracking changes, not running cron jobs. Learn how incremental embedding updates work.
Reindexing everything is expensive, slow, and doesn't solve data freshness. You need delta-sync, not brute force.
SimpleVector helps you implement these best practices with automated change tracking, delta sync, and production-ready operations.
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