Databricks AI Search vs Qdrant
- ✦ Managed Vector Index
- ✦ Delta Lake Integration
- ✦ Unity Catalog Governance
- ✦ Open Source (Apache 2.0)
- ✦ Written in Rust
- ✦ HNSW Index
Databricks AI Search and Qdrant are both Vector Databases tools. Databricks AI Search starts at $0.28/mo, Qdrant at $65/mo. Compare features, pricing, and ratings below to find the best fit for your team.
When to Choose Databricks AI Search vs Qdrant
The question that matters: “In what situation will I regret choosing A over B after 3 months?”
Qdrant's HNSW indexes integrate payload filtering natively, executing filtered nearest-neighbor search without a post-filter scan step, maintaining sub-50ms latency on complex metadata filters.
Qdrant supports sparse vectors natively alongside dense vectors, enabling BM25 and embedding search in the same collection for hybrid retrieval without maintaining two separate indexes.
Qdrant's on-disk HNSW stores vectors on SSD while keeping only graph navigation data in RAM, serving collections larger than server memory at acceptable latency for cost-sensitive deployments.
Pricing Comparison & PlansHigh· Verified Jul 8, 2026
Databricks AI Search Plans
Paid plans only
Qdrant Plans
Free tier available
Open Source (Self-Hosted)
Open SourceBest for: Ideal for users who prefer full control and self management of their vector database
- ✓Apache 2.0 licensed
- ✓Full data sovereignty
- ✓Runs on your own infrastructure
- ✓Zero licensing cost at any scale
Free Tier
FreeBest for: Testing and prototypes
- ✓Single Node Cluster
- ✓Free Cloud Inference with selected models
- ✓Ideal for testing and prototypes
Standard
$65/moBest for: Production workloads + scaling
- ✓Production workloads
- ✓Dedicated clusters
- ✓Higher availability
- ✓Automated daily backups
- ✓Built-in monitoring and alerting
Capability Breakdown
8 differences found across 14 standardized features
- •Managed Vector Index
- •Delta Lake Integration
- •Unity Catalog Governance
- •Auto-Sync from Delta Tables
- •Hybrid Search
- •Metadata Filtering
- •MLflow Integration
- •LangChain Integration
- •Python SDK
- •REST API
- •Serverless or Provisioned Compute
- •RBAC via Unity Catalog
- •Real-time Sync
- •Multi-model Embedding Support
- •Audit Logs
- •Enterprise SLA
- •Open Source (Apache 2.0)
- •Written in Rust
- •HNSW Index
- •Sparse Vectors (BM25-compatible)
- •Multi-vector Support
- •Payload Filtering
- •Full-Text Search
- •Named Vectors
- •Quantization (Scalar, Product, Binary)
- •Distributed Mode
- •Snapshot & Recovery
- •REST & gRPC APIs
- •Python/JS/Rust/Go SDKs
- •LangChain Integration
- •On-Premise + Cloud
- •Web UI Dashboard
Strengths & Limitations
Evaluative strengths and weaknesses: not feature lists
- +Seamless integration with Delta Lake and Unity Catalog
- +Auto-sync keeps vector index current without manual pipelines
- +Unified governance across data and vectors
- +No separate infrastructure for existing Databricks users
- −Only available within Databricks: no standalone option
- −Adds to Databricks DBU costs
- +Top benchmark performance via Rust and quantization
- +Named vectors enable multimodal and complex search patterns
- +Binary quantization reduces memory 32x
- +Excellent documentation and developer experience
- −The area for improvement in Qdrant is its clustering capability.
At a Glance
Recent Price History
Databricks AI Search added a new "AI Search Standard" plan at $0.28/hr
Plan added · Jul 6, 2026
Databricks AI Search added a new "AI Search Storage Optimized" plan at $1.28/hr
Plan added · Jul 6, 2026
Databricks AI Search removed the "Standard" plan
Plan removed · Jul 6, 2026
Databricks AI Search removed the "Storage Optimized" plan
Plan removed · Jul 6, 2026
Databricks Vector Search added a new "Standard" plan (Custom pricing)
Plan added · May 30, 2026
Qdrant removed the "Cloud Standard" plan
Plan removed · May 30, 2026
Qdrant removed the "Open Source" plan
Plan removed · May 30, 2026
Qdrant added a new "Free Tier" plan at $0/mo (Free)
Plan added · May 30, 2026
Qdrant added a new "Standard" plan at $65/mo
Plan added · May 30, 2026
Qdrant removed the "Enterprise" plan
Plan removed · May 30, 2026
Frequently Asked Questions
Related Comparisons
Databricks AI Searchfrom $0.28/mo
QdrantFree · from $65/moSources & Data Trail · Databricks AI Search
- 1.Official Pricing Page·Source of verified tiers(Checked: 2026-07-08)
- 2.Official Website·Official vendor website
- 3.G2·G2 verified reviews · 4.6/5 · 768 reviews
Sources & Data Trail · Qdrant
- 1.Official Pricing Page·Source of verified tiers(Checked: 2026-07-08)
- 2.Official Website·Official vendor website
- 3.G2·G2 verified reviews · 4.5/5 · 12 reviews
- 4.PeerSpot·PeerSpot enterprise peer reviews