Attachments

Learn how to attach binary files such as PDFs and images to RavenDB AI Agent conversations, reducing token usage while keeping files accessible across the conversation lifecycle.

Store RavenDB attachments in Amazon S3 or Azure Blob Storage to cut costs. Studio and C# setup guide with bulk migration of existing attachments.

Feed PDFs, images, and logs straight into RavenDB's GenAI feature. Three worked examples: image vector search without an image model, attachment-aware support triage, and PDF resume screening.

Build text-to-image and image-to-image product search on top of RavenDB vector search, using CLIP embeddings stored in documents and the original images kept as attachments.