Sanity vs Qdrant
Structured content platform — headless CMS with real-time + GROQ
vs. Rust-based vector DB — high performance, OSS, managed cloud
Pricing tiers
Sanity
Free
20 seats. 2 public datasets. 10K documents. 250K API req + 1M CDN req/month. Content Agent + live preview + visual editing.
Free
Growth
$15 per seat/month. 50 seats. 2 datasets (public or private). 25K docs. Same API limits + pay-as-you-go overages.
$15/mo
Enterprise
Custom. SAML SSO, Media Library, dedicated support, 99.99% SLA.
Custom
Qdrant
Free Forever
Single-node 0.5 vCPU / 1 GB RAM / 4 GB disk. Free cloud inference models.
Free
Standard
Usage-based. Dedicated resources, flexible scaling. 99.5% SLA. Backups + DR. Free inference tokens.
$0 base (usage-based)
Self-Host (OSS)
Apache 2.0 licensed. Run for free.
$0 base (usage-based)
Hybrid Cloud (BYOC)
Run managed cluster on your infra. Data stays in your network.
Custom
Premium
Min spend required. SSO + private VPC links. 99.9% SLA. 24x7 enterprise support.
Custom
Private Cloud
Dedicated + isolated. Custom SLA. Large enterprise.
Custom
Free-tier quotas head-to-head
Comparing free on Sanity vs free on Qdrant.
| Metric | Sanity | Qdrant |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
Sanity · 16 features
- Agent Context — Expose your content schema + docs to LLM agents.
- Content Agent (AI) — AI assistant inside Studio for generation + translation.
- Content History — Every change versioned. Rollback + diff.
- Content Lake — Distributed real-time DB for structured content. Multi-region replicas.
- Datasets — Logical content partitions (stage/prod/etc.). Easy cloning.
- GROQ — Graph-Relational Object Queries — JSON-native query language.
- Image CDN — Smart transforms (crop, format, quality) via URL params.
- Internationalization — Multiple locales per document with native i18n plugins.
- Live Previews — Draft previews with stega-encoded content.
- Media Library (Ent) — Org-wide media with DAM features.
- Portable Text — Structured rich text format (JSON). Portable across channels.
- Real-Time Collaboration — Live presence + collaborative editing.
- Sanity Studio — Open-source React editor — customize with your own components + workflow.
- Scheduled Publishing — Schedule content to publish at a future date.
- Visual Editing — Click-to-edit inline on your Next.js/etc. website.
- Webhooks — Events on create/update/delete with GROQ filter.
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 | Sanity | Qdrant |
|---|---|---|
| CLI | Sanity CLI | — |
| SDK | @sanity/client, sanity-python, @sanity/ui + next-sanity | go-client, java-client, qdrant-client (py), qdrant-client (rust), qdrant-dotnet, @qdrant/js-client-rest |
| REST | Image CDN, Sanity HTTP API | Qdrant REST API |
| MCP | Sanity MCP | Qdrant MCP |
| OTHER | GROQ Query Language, Webhooks | Qdrant gRPC |
Staxly is an independent catalog of developer platforms. Outbound links to Sanity and Qdrant are plain references to their official websites. Pricing is verified against vendor pages at publication time — reconfirm before buying.
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