- AWS Solutions Library
- Guidance for Multi-Tenant Knowledge Base Management for scalable RAG Applications on AWS
Guidance for Multi-Tenant Knowledge Base Management for scalable RAG Applications on AWS
Overview
This Guidance demonstrates how enterprises can address the challenge of managing fragmented knowledge bases across multiple tenant environments by implementing a centralized synchronization system that automatically distributes content updates to all connected RAG applications. The system uses authenticated web interfaces and secure APIs to handle content ingestion from various sources including S3 storage and on-premises systems through Direct Connect. Step Functions orchestrate the processing pipeline while Kinesis streams distribute updates to tenant-specific queues, ensuring each organization receives relevant content without affecting others. You can reduce operational overhead by up to 60% while ensuring consistent, real-time knowledge synchronization across all your RAG applications and tenant environments.
Benefits
Deliver knowledge base content to each tenant through dedicated queues and isolated pipelines, so you can onboard new tenants without disrupting existing workloads or compromising data boundaries.
Automate your end-to-end data ingestion and distribution pipeline using serverless compute and workflow orchestration, so your teams spend less time on infrastructure and more time building AI-powered applications.
Capture data snapshots at every processing stage so you maintain a complete audit trail, support governance requirements, and roll back to any prior state when needed.
How it works
These technical details feature an architecture diagram to illustrate how to effectively use this solution. The architecture diagram shows the key components and their interactions, providing an overview of the architecture's structure and functionality step-by-step.
Disclaimer
The sample code; software libraries; command line tools; proofs of concept; templates; or other related technology (including any of the foregoing that are provided by our personnel) is provided to you as AWS Content under the AWS Customer Agreement, or the relevant written agreement between you and AWS (whichever applies). You should not use this AWS Content in your production accounts, or on production or other critical data. You are responsible for testing, securing, and optimizing the AWS Content, such as sample code, as appropriate for production grade use based on your specific quality control practices and standards. Deploying AWS Content may incur AWS charges for creating or using AWS chargeable resources, such as running Amazon EC2 instances or using Amazon S3 storage.
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