Databricks
A unified platform for data, analytics and AI
- Also known as
- databricks
What is Databricks?
Cloud-based platform for data engineering, analytics, data warehousing, and AI workloads with serverless compute and lakehouse architecture.
Databricks pricing
Plans, per-tier features and add-ons, dated and linked to live pricing. Pricing changes often; always verify at source before you rely on it.
Pay-as-you-go usage-based pricing from $0.069 / DBU or CU per second. Committed Use Contracts available for volume discounts. Free tier available.
Data Engineering
Orchestrate data processing, machine learning and analytics pipelines
- Orchestrate data processing
- Build streaming and batch pipelines
- Ingest data from multiple sources
Data Warehousing
Run SQL queries for BI reporting, analytics and visualization
- SQL analytics
- BI reporting
- Available in Classic and Serverless compute
Interactive Workloads
Run interactive data science and machine learning workloads
- Data science workloads
- Build custom applications
- Security and governance
Operational Database
Fully-managed Postgres transactional database for data and feature serving
- Postgres database
- Data and feature serving
Artificial Intelligence
Build production-quality GenAI or ML applications
- GenAI applications
- Model Serving
- AI Functions
- Model Training
Genie
FreeAI assistance for every team with natural language query access
- Natural language Q&A
- AI Coding Assistant
- Enterprise Knowledge access
What Databricks does
The capabilities that matter for data warehouse software, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Deployment
- Managed cloud
- Architecture
- Separated storage/compute
- Compute model
- Serverless
- SQL dialect
- -
- Federation / lakehouse query-in-place
- -
- Table-format support
- -
- Concurrency scaling
- -
- Streaming ingest
- ✓
- Semi-structured (JSON/VARIANT)
- -
- ML / in-DB functions
- ✓
- Data sharing / marketplace
- ✓
- Licence class
- Proprietary
Platform & deployment
Independently observed- Web
- Cloud / SaaS
Databricks alternatives
Other data warehouse software we track, ranked by the same independent score.
- SingleStoreThe Real-Time AI Database for Enterprise. Answers Included.medium · 64%
- Snowflakelow · 49%
- Apache IcebergThe open table format for analytic datasets.low · 34%
- Delta LakeBuild Lakehouses with Delta Lakelow · 41%
- DuckDBRun analytics where your data liveslow · 36%
- DremioThe Agentic Lakehouse for AI and Analyticsmedium · 63%
The Vioscale score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Databricks, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Reliability | 50 | 30.00 | 1500.0 | ✓ |
| Pricing Transparency | 100 | 12.00 | 1200.0 | ✓ |
| Capabilities | 58 | 12.00 | 693.8 | ✓ |
| Price Level | 80 | 8.00 | 640.0 | ✓ |
| Integrations | 0 | 16.00 | 0.0 | - |
| Security Posture | 5 | 22.00 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.
Features
| Attribute | Value | Evidence |
|---|---|---|
| Capabilities | {"in_db_ml":true,"deployment":"managed","architecture":"separated","data_sharing":true,"compute_model":"serverless","license_class":"proprietary","streaming_ingest":true} | mediumsource · 2026-08-03 · 60% |
Pricing
Reliability
| Attribute | Value | Evidence |
|---|---|---|
| Status page | Yes | mediumsource · 2026-08-03 · 60% |
Security
| Attribute | Value | Evidence |
|---|---|---|
| Disclosure policy | Yes | mediumsource · 2026-08-03 · 60% |