Snowflake Cortex Search
https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-search/cortex-search-overview
Hybrid vector + keyword + semantic reranking. Cortex Agents (GA Nov 2025) orchestrate over Cortex Search for unstructured data. No separate vector infra needed inside Snowflake.
Active · Verified 2026-10-26 · fresh as of 2026-10-26 · 46 cited facts, 3 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- Hybrid vector + keyword + semantic rerank vendor fix
- Tier
- T1
- Section
- Vector-database infrastructure
- Latest release
- not applicable — not OSS fix
- License
- not applicable — not OSS fix
- GitHub
- not applicable — no GitHub repo fix
- Pricing
- Pay-per-use vendor fix
- Funding
- $1.56B pre-IPO; IPO 2020 NYSE:SNOW; $62B valuation at Dec 2024 secondary third-party fix
- Freshness
- 2026-10-26 fix
- Layer
- model-infra repo fix
- Licensing
- commercial vendor fix
- SDK languages
- python, rest vendor fix
- Protocols
- mcp-server vendor fix
When to use
Optimised for: low-latency similarity search + scale
Anti-fit: not for relational / graph-heavy queries (vector-first by design)
Pros & cons
Pros
Vector + keyword search inside the data warehouse — no ETL to a separate store for shops with their corpus already in Snowflake.
Cons
Snowflake-only; query latency higher than dedicated vector DBs; pricing tied to compute warehouses.
Claims & capabilities
12%+ retrieval lift over pure vector.
Technical surface
- API surface
- REST + SQL (SEARCH_PREVIEW table function; CORTEX SEARCH service)
- Backend storage
- Snowflake (columnar)
- Deployment
- Managed-only
- Embedding model
- locked (Snowflake-managed embedding models)
- Multi-tenancy
- Indexing runs single-tenant in customer Snowflake account; multi-tenant Cortex Agents enforce isolation via immutable session attributes + row access policies
- MCP
- yes — official Snowflake-managed MCP server (Cortex Agents MCP); Snowflake-Labs/mcp community server deprecated
- A2A
- no Google A2A (Agent2Agent) integration documented as of 2026-05.
- OpenTelemetry
- first-class — Snowflake event tables + OTel
Alternatives to Snowflake Cortex Search → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other vector-database infrastructure in the catalog, ranked by inbound references.
- Qdrant T1
Distribution-Based Score Fusion + RRF. Sparse vectors native; filtering via ANN graph modification.
- Chroma T1
Limited native hybrid (users build RRF custom). Fast Rust core (v2.5). Acquired by Replit (definitive agreement announced 2026-10-23); Chroma Cloud is winding down (writes disabled 2026-11-22, reads disabled 2026-12-22) while open-source ChromaDB continues under Apache-2.0.
- pgvector T1
Stores embeddings alongside relational + full-text data. HNSW + IVFFlat ANN indexes. Used as agent conversation memory via LangChain + MCP. Foundation of Supabase AI and many self-hosted RAG stacks.
- Weaviate T1
Hybrid Search 2.0 with learned ranking. BM25 + vector in unified index.
- Milvus T1
Multi-vector columns (10 simultaneous). Native hybrid search (v2.5). CAGRA + Vamana GPU/CPU (v2.6).
- Pinecone T1
Managed vector DB. Cascading sparse + dense + rerank pipeline; pinecone-rerank-v0 .
Sources (45 cited facts, 3 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Hybrid vector + keyword + semantic rerank vendor
- What it does & what's distinct Hybrid vector + keyword + semantic reranking. Cortex Agents (GA Nov 2025) orchestrate ov… vendor
- Claims / benefits 12%+ retrieval lift over pure vector. vendor
- Modalities text vendor
- Created 2012 third-party
- Funding $1.56B pre-IPO; IPO 2020 NYSE:SNOW; $62B valuation at Dec 2024 secondary third-party
- Customers / scale 11500+ as of April 2025 (Snowflake total); 754 Forbes Global 2000 companies vendor
- Pricing Pay-per-use vendor
- Compliance SOC 2 Type II; ISO 27001; ISO 27017; ISO 27018; FedRAMP High; HIPAA; PCI-DSS; GDPR-compl… vendor
- Data handling Never trains on customer data vendor
- Deployment Managed-only vendor
- HQ US vendor
- Founders / pedigree Benoît Dageville (co-founder), Thierry Cruanes (co-founder), Marcin Żukowski (co-founder) third-party
- Memory volume / scale no scale claim vendor
- Performance Cortex Search: 12%+ retrieval lift over pure vector via hybrid lexical+semantic ranking … vendor
- API surface REST + SQL (SEARCH_PREVIEW table function; CORTEX SEARCH service) vendor
- Backend storage Snowflake (columnar) vendor
- Multi-tenancy Indexing runs single-tenant in customer Snowflake account; multi-tenant Cortex Agents en… vendor
- Encryption AES (hierarchical key model rooted in cloud HSM); tri-secret-secure (customer-managed ke… vendor
- SSO / RBAC SSO + RBAC vendor
- Embedding model locked (Snowflake-managed embedding models) vendor
- Versioning immutable append-log vendor
- Schema evolution schema with migration vendor
- Namespace primitives per-tenant vendor
- Contradiction handling always overwrite (last-write-wins) vendor
- Forgetting policy none (permanent) vendor
- MCP support yes — official Snowflake-managed MCP server (Cortex Agents MCP); Snowflake-Labs/mcp comm… repo
- OTel first-class — Snowflake event tables + OTel vendor
- Webhooks / events Snowpipe + tasks + webhooks vendor
- Import / export Parquet, CSV, JSON, Snowflake unload vendor
- Validated verticals RAG developers, agent builders (broad horizontal); financial-services, healthcare, legal… vendor
- Time to running <10min (managed cloud) to <1hr (self-host Docker) vendor
- Anti-fit not for relational / graph-heavy queries (vector-first by design) vendor
- Optimised for low-latency similarity search + scale vendor
- Adjacent infrastructure BYO embedding model + LLM; this IS the vector store vendor
- Pros Vector + keyword search inside the data warehouse — no ETL to a separate store for shops… vendor
- Cons Snowflake-only; query latency higher than dedicated vector DBs; pricing tied to compute … vendor
- Project & sources Cortex Search vendor
- architecture-deployment-locus cloud vendor
- licensing-bucket commercial vendor
- positioning-platform-vs-product platform vendor
- taxonomy-three-layer-rollup model-infra repo
- compliance-certifications fedramp,hipaa,hitrust,iso27001,iso27017,iso27018,iso42001,pci-dss,soc2-type2 vendor
- sdk-languages python,rest vendor
- protocol-support mcp-server vendor
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)