Azure Cosmos DB for AI Applications: Vector Search and Change Feed Patterns
Use Change Feed to trigger embedding generation and synchronization with other AI services automatically when documents are created or updated.
16 articles
Use Change Feed to trigger embedding generation and synchronization with other AI services automatically when documents are created or updated.
Configure your Cosmos account with write regions near your users and read replicas globally. Vector searches automatically route to the nearest replica…
Unlike SQL mirroring which uses change tracking, Cosmos DB mirroring leverages the built in analytical store: 1. Go to your Cosmos DB account 2. Navigate to…
The partition key decision is crucial and difficult to change later: New in 2022 partition up to 3 levels: Optimize indexing for your query patterns: Write…
Graph databases excel at representing relationships between entities. Unlike relational databases where joins can become expensive, graph databases traverse…
Azure Cosmos DB for Apache Cassandra bridges the gap between familiar Cassandra development and cloud-native scalability.
Azure Cosmos DB's MongoDB API provides a powerful option for teams wanting MongoDB compatibility with Azure's enterprise-grade platform.
The latest updates bring significant performance enhancements to Cosmos DB, including optimized query execution and improved throughput management.
TTL is a powerful feature for automatic data lifecycle management, reducing storage costs and ensuring compliance with data retention policies without…
Consistency levels in Cosmos DB give you fine-grained control over the CAP theorem tradeoffs, enabling you to optimize for your specific application…
Proper partition key design is fundamental to Cosmos DB success. Take time to analyze your access patterns and data distribution before finalizing your…
We had a Cosmos DB Serverless conversation at the end of 2020 and I'm returning to it because the experience of using it in actual development over two…
Cosmos DB Serverless: scale-to-zero for your NoSQL workloads.
Cosmos DB Serverless: NoSQL without the commitment.
Of every Cosmos DB design conversation I've had, partition key choice is the one that has the biggest cost-and-performance consequence and the smallest…
SDK v3 has been out for about a year now and I've finally migrated all the Cosmos work I had on v2. The migration was less painful than I expected — the API…