Chroma vs Qdrant: pricing, quotas & features (2026)
Open-source vector DB designed for AI apps — embeddings-first, dev-friendly
vs. Rust-based vector DB — high performance, OSS, managed cloud
Data sourced from vendor documentation · Last updated June 2026
Summary
Chroma and Qdrant are both search platforms, addressing the same core use case with different implementation philosophies and trade-offs. Both offer a free tier, making it easy to prototype without a credit card. Qdrant has a broader documented feature set (13 vs 11 features). The right choice depends on your existing stack, team experience, and feature requirements. All pricing and quota data below is sourced from Chroma and Qdrant's official documentation — not generated by AI or estimated.
Chroma vs Qdrant: Comparativa de precios, cuotas y características (2026)
En esta comparativa analizamos Chroma y Qdrant lado a lado — incluyendo precios mensuales, límites del tier gratuito, características técnicas, cuotas de uso (almacenamiento, transferencia, usuarios activos mensuales) y los interfaces de desarrollo disponibles. Todos los datos proceden de la documentación oficial de cada proveedor, no de respuestas generadas por IA.
Chroma es una plataforma de la categoría search — Open-source vector DB designed for AI apps — embeddings-first, dev-friendly. Ofrece 4 tiers de precio: Cloud — Free gratuito, Cloud — Pro gratuito, Self-Host (OSS) gratuito, Cloud — Enterprise (personalizado). Su catálogo en Staxly documenta 11 características y 6 interfazes para desarrolladores.
Qdrant pertenece a la categoría search — Rust-based vector DB — high performance, OSS, managed cloud. Ofrece 6 tiers de precio: Free Forever gratuito, Standard gratuito, Self-Host (OSS) gratuito, Hybrid Cloud (BYOC) (personalizado). Su catálogo documenta 13 características y 9 interfazes para desarrolladores.
A continuación encontrarás los tiers de precio completos de ambas plataformas, una matriz de cuotas del tier gratuito (transferencia, almacenamiento, MAU, llamadas a la API y otros límites), el listado completo de características y los interfaces (CLI, SDKs, REST, GraphQL, MCP) disponibles para integrar cada servicio.
¿Necesitas estos datos en tu agente de IA (Claude Code, Cursor, Zed)? Instala gratis el servidor MCP de Staxly y tendrás acceso estructurado a Chroma, Qdrant y más de 130 plataformas para desarrolladores.
Pricing tiers
Chroma
Qdrant
Free-tier quotas head-to-head
Comparing cloud-free on Chroma vs free on Qdrant.
| Metric | Chroma | Qdrant |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
Chroma · 11 features
- Client-Server Mode — Run Chroma via Docker; clients connect over HTTP.
- Collections — Named groups of embeddings + metadata.
- Distributed (Cloud) — Horizontal scaling on Chroma Cloud.
- Embedded Mode — In-process Python — chromadb.Client() and go. Zero setup.
- Embedding Functions — Plug-in embedders (OpenAI, Cohere, SentenceTransformers, HF).
- Full-Text Search — BM25 + vector hybrid.
- Metadata Filters — Where-clause query language.
- Migration Tools — Import from Pinecone + other stores.
- Multi-Modal — Text + image embeddings (CLIP, etc.).
- Python + JS APIs — Same API shape across both SDKs.
- Serverless Cloud — Pay for storage + queries, auto-scale.
Qdrant · 13 features
- BYOC (Hybrid Cloud) — Managed Qdrant in your cloud account.
- Cloud Inference — Hosted embedding models for free tokens.
- Cluster Monitoring — Prometheus metrics + health.
- Collections — Typed collections with named vectors + payload schema.
- Distributed — Horizontal sharding + Raft replication.
- Hybrid Search — Sparse + dense + keyword in one query.
- Multi-Vector — Multiple vectors per point (text + image, etc.).
- Open Source — Apache 2.0 licensed.
- Payload Filters — Rich filter DSL with indexed fields.
- Quantization — Scalar + product + binary for memory reduction.
- RBAC — API-key scopes + roles.
- Snapshots + Restore — Backup + DR primitives.
- Sparse Vectors — BM25 + SPLADE sparse embeddings natively.
Developer interfaces
| Kind | Chroma | Qdrant |
|---|---|---|
| SDK | chromadb (JS/TS), chromadb (Python) | @qdrant/js-client-rest, go-client, java-client, qdrant-client (py), qdrant-client (rust), qdrant-dotnet |
| REST | Chroma HTTP API | Qdrant REST API |
| MCP | Chroma MCP | Qdrant MCP |
| OTHER | Docker Server, Embedded Mode (in-process Python) | Qdrant gRPC |
Key takeaways
- Both Chroma and Qdrant offer a free tier — Chroma ("Cloud — Free") and Qdrant ("Free Forever") — with no credit card required to start.
- Qdrant has a broader documented feature set (13 features) vs. Chroma (11 features) in Staxly's catalog.
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