Databricks AI Search vs Elasticsearch

- ✦ Managed Vector Index
- ✦ Delta Lake Integration
- ✦ Unity Catalog Governance

- ✦ Dense Vector Search (kNN)
- ✦ Sparse Vector Search (ELSER)
- ✦ Hybrid Search (RRF)
Databricks AI Search and Elasticsearch are both Vector Databases tools. Databricks AI Search starts at $0.28/mo, Elasticsearch at $99/mo. Compare features, pricing, and ratings below to find the best fit for your team.
Pricing Comparison & PlansHigh· Verified Jul 8, 2026
Free / Basic
Free- ✓Core Elasticsearch and Kibana
- ✓TLS, authentication, role-based access control
- ✓Index lifecycle management (ILM)
- ✓Snapshots and restore
- ✓Basic alerting
Standard
$99/mo- ✓Distributed Elasticsearch Platform across AWS, Azure, and GCP
- ✓Robust API platform and language clients
- ✓Monitoring on by default with AutoOps
- ✓Scalable, secure Elasticsearch datastore
- ✓Optimized for fast high volume vector & semantic data storage and retrieval
Gold
$114/mo- ✓Everything in Standard
- ✓Reporting
- ✓Third-party alerting actions
- ✓Watcher
- ✓Multi-stack monitoring
Platinum
$131/mo- ✓Everything in Gold
- ✓Advanced Elastic Stack security features
- ✓Machine learning (ML) - anomaly detection, supervised learning, third-party model management
- ✓Cross-cluster replication
- ✓Field/Document Level Security (FLS/DLS)
Capability Breakdown
7 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
- •Dense Vector Search (kNN)
- •Sparse Vector Search (ELSER)
- •Hybrid Search (RRF)
- •Full-Text Search (BM25)
- •Semantic Search
- •Aggregations & Analytics
- •ML Model Integration
- •Kibana Dashboards
- •REST API
- •Python/Java/Node SDKs
- •Index Lifecycle Management
- •Security (TLS, RBAC)
- •Observability Stack (ELK)
- •LangChain Integration
- •Scalable Sharding
- •APM
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
- +Combines vector search with world-class full-text search in one engine
- +1B+ downloads: vast operational expertise available
- +ELSER provides state-of-the-art sparse vector without custom models
- +Part of comprehensive ELK observability stack
- −I have not explored Elastic Search at the most.
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
Elasticsearch added a new "Gold" plan at $114/mo
Plan added · May 30, 2026
Elasticsearch removed the "Free (Self-Managed)" plan
Plan removed · May 30, 2026
Elasticsearch added a new "Enterprise" plan at $184/mo
Plan added · May 30, 2026
Elasticsearch added a new "Platinum" plan at $131/mo
Plan added · May 30, 2026
Frequently Asked Questions
Related Comparisons
Sources & 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 · Elasticsearch
- 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 · 292 reviews
- 4.Capterra·Capterra verified reviews · 4.4/5
- 5.TrustRadius·TrustRadius verified reviews
- 6.PeerSpot·PeerSpot enterprise peer reviews
