Zilliz (Milvus) alternatives
When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP.
Overall 8.16 (curated_estimate, high) · score asOf 2026-09-14 · last reviewed 2026-09-14. This is not an Elo and not a live price board. Provider · JSON
Jobs: managed-vector, self-host-vector, cheap-vector-scale, billion-scale-vector, hybrid-search-rag
| Provider | Why listed | Overall | Δ vs subject | asOf |
|---|---|---|---|---|
| Qdrant Depot pick for serious vector workloads with filters. Self-host or Cloud — either way you can leave. | same_jtbd_pick, same_jtbd_runner · managed-vector, self-host-vector, cheap-vector-scale | 8.59high | +0.43 | 2026-10-19 |
| Weaviate Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes. | same_jtbd_runner, same_jtbd_pick · managed-vector, self-host-vector, hybrid-search-rag | 8.2high | +0.04 | 2026-09-14 |
| Turbopuffer When your vector bill scares you and much of the corpus is cold, Turbopuffer is the interesting answer. | same_jtbd_pick, same_jtbd_runner · cheap-vector-scale, billion-scale-vector | 8.21high | +0.05 | 2026-09-14 |
| Supabase (pgvector) Depot default for most agent apps under ~25–50M vectors. Don't add Pinecone until Postgres actually hurts. | same_jtbd_runner · cheap-vector-scale, hybrid-search-rag | 8.64high | +0.48 | 2026-09-14 |
| Upstash Vector Prototype/edge RAG peer when you already on Upstash. Prefer Qdrant/Pinecone for serious filtered production… | same_jtbd_runner · managed-vector, cheap-vector-scale | 8.15high | -0.01 | 2026-09-14 |
| Pinecone Still the zero-ops vector default. If you already run Postgres, try pgvector before paying Pinecone rents. | same_jtbd_runner · managed-vector, billion-scale-vector | 7.95high | -0.21 | 2026-09-14 |
| Meilisearch Cloud Typesense/Algolia peer for product + RAG hybrid search. Prefer Typesense when hourly HA clusters are clearer… | same_jtbd_runner · hybrid-search-rag | 8.36high | +0.2 | 2026-09-14 |
| Typesense Cloud Hybrid search peer when you want Algolia-like DX without per-request fees. Sample $0.03/hr floor pinned… | same_jtbd_runner · hybrid-search-rag | 8.29high | +0.13 | 2026-09-14 |
| Algolia Enterprise product-search default. Prefer Typesense/OpenSearch when $/QPS dominates; vector DBs when pure… | same_jtbd_runner · hybrid-search-rag | 8.27high | +0.11 | 2026-09-14 |
| Elasticsearch Serverless Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product… | same_jtbd_runner · hybrid-search-rag | 8.06high | -0.1 | 2026-09-14 |
| DataStax Astra DB Managed vector peer for Cassandra estates / huge write scale. Depot defaults remain Supabase pgvector /… | same_jtbd_runner · managed-vector | 7.93high | -0.23 | 2026-09-14 |
| Chroma Prototype on Chroma; graduate to Qdrant/pgvector/Pinecone before your corpus and QPS grow up. | same_jtbd_runner · self-host-vector | 7.88high | -0.28 | 2026-09-14 |
Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): managed-vector, self-host-vector, cheap-vector-scale, billion-scale-vector.
Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.