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Databricks

Rating: 4.7
User Satisfaction: 94%
Databricks is a platform that unifies data engineering, analytics, and machine learning for data teams so they can build, analyze, and deploy AI at scale.

Alternative To

Overview

Databricks is a cloud-based data and AI platform built around the “lakehouse” model. It combines data lakes and data warehouses into one system so teams can work on analytics, BI, and machine learning from the same data.

It’s best known as the commercial creator of Apache Spark and Delta Lake.

Modern data stacks are fragmented. One tool for storage. Another for analytics. Another for ML. Databricks removes that split.

You get one platform for ingesting data, transforming it, querying it, training models, and deploying them. That reduces data duplication, lowers infra overhead, and speeds up experimentation. Data engineers, analysts, and ML teams can finally work on the same foundation.

It’s especially valuable for companies doing large-scale analytics or production machine learning.

Databricks runs on top of major cloud providers (AWS, Azure, GCP). Data is stored in open formats (like Delta Lake) and processed using scalable Spark clusters.

Details

Tool Launch / Founded Date

2013-01-01 (approx.)

Best for

Data engineering teams, ML teams, analytics teams at mid-market and enterprise companies

Access Type

Paid subscription, usage-based (compute units)

Licensing Model

Proprietary platform built on open-source tech; users retain ownership of their data and models

Feature

  • Unified lakehouse architecture for analytics and ML
  • Scalable Apache Spark-based processing
  • Delta Lake for reliable, versioned data storage
  • Built-in SQL warehouses for BI tools
  • End-to-end machine learning lifecycle support
  • Real-time streaming and batch processing
  • Collaboration through notebooks and shared workspaces
  • Cloud-native on AWS, Azure, and GCP

Pricing Tables

Standard
Usage-based
  • Core data engineering and analytics workloads
  • Pay per Databricks Unit (DBU) used
  • Best for general-purpose analytics
Premium
Usage-based (higher rate)
  • Advanced security and governance features
  • Role-based access control and audit logs
  • Designed for larger teams
Enterprise
Contact Sales
  • Enterprise-grade compliance and support
  • Advanced SLAs and governance
  • Built for regulated or very large organizations

Analytics

Traffic Analysis

Domain Rating
86
Organic Traffic
4.47M
Majority Users
United States

Visits Over Time

No visit data found.

Traffic Sources

No traffic data found.

Last Update Date: 2025-12-25

FAQ

Can I use Databricks for machine learning in production?
Yes. Databricks supports the full ML lifecycle, from training to deployment and monitoring, with built-in MLflow support.
How is Databricks priced?
Pricing is usage-based. You pay for compute (DBUs) based on workload type and cloud provider.
Does Databricks replace a data warehouse?
Often, yes. Many teams use Databricks instead of or alongside traditional warehouses using the lakehouse model.
Do I own my data?
Yes. Your data stays in your cloud storage, and Databricks does not claim ownership.
Is Databricks open source?
The platform is proprietary, but many core technologies it’s built on (Spark, Delta Lake, MLflow) are open source.
Does it integrate with BI tools?
Yes. It works with tools like Tableau, Power BI, Looker, and others via SQL endpoints.

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