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Security and Encryption for Vector Stores (ANSWERED)

Project BasedVector DatabasesMedium14 min read

Encryption at rest/transit, tenant isolation, ACL on metadata filters, PII in embeddings, and audit logging.

TL;DR — Quick Answer

Encrypt data in transit (TLS) and at rest (KMS-managed keys), enforce tenant isolation via metadata filters or separate collections, restrict API keys with RBAC, and treat embeddings as sensitive — they can leak semantic content about source text. Log access, rotate keys, and align with data retention/deletion requirements including backups.

The Interview Question

What security controls apply to vector databases storing embeddings and metadata?

Deep Explanation

Threat model

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EncryptionTenant IsolationRBACCompliancePineconeAWSSOC2