What changed
Amazon Bedrock Managed Knowledge Base moved from preview to GA — a fully managed RAG service that handles data ingestion, chunking, embedding, storage optimization, and retrieval without requiring developers to operate a vector database or data pipeline.
TL;DR
Bedrock Managed Knowledge Base is now GA, with native connectors to SharePoint, Google Drive, Confluence, S3, and internal wikis plus Smart Parsing for multi-format documents — no vector DB management required.
Developer signal
If you're building RAG-based agents on AWS and currently operating an OpenSearch Serverless cluster, Pinecone index, or similar vector store through Bedrock Knowledge Bases, Managed Knowledge Base removes that operational layer — you connect data sources, set ingestion frequency, and the service owns indexing and retrieval. At GA, SLAs apply and production use is fully supported; the service pairs directly with AgentCore sessions via the memory connector in the agent harness. Smart Parsing handles multi-format docs (PDFs, Word, structured data) and multi-format multi-turn retrieval in one config. Note: there is no announced migration path from self-managed Bedrock KB to Managed Knowledge Base yet — review the GA documentation before assuming a lift-and-shift works without changes to retrieval configuration.