Databricks
Last Updated on: Dec 21, 2025
Databricks
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What is Databricks?
Databricks is a leading data intelligence platform that unifies data, analytics, and AI to help enterprises build generative AI applications, democratize insights via natural language, and drive down costs through lakehouse architecture. It enables creation, tuning, and deployment of custom AI models with full data privacy, governance across structured and unstructured data, and intelligent processing for batch and real-time ETL. Featuring Agent Bricks for training AI agents on business data, serverless SQL/BI with 12x better price/performance, automated experiment tracking, context-aware search, and open data sharing via Marketplace, Databricks powers complete AI workflows while maintaining lineage, quality, and a single permission model.
Who can use Databricks & how?
  • Data Scientists: Build, tune, and deploy custom generative AI models securely.
  • Business Analysts: Query insights naturally without technical barriers.
  • ML Engineers: Automate tracking, governance, and scalable model monitoring.
  • IT & Governance Teams: Unify controls across data, analytics, and AI estates.
  • Executives: Optimize pipelines to meet deadlines and budget constraints.

How to Use Databricks?
  • Connect Your Data: Unify structured and unstructured sources in lakehouse format.
  • Build AI Models: Use Agent Bricks to train agents on business data directly.
  • Query & Analyze: Leverage natural language search and SQL for instant insights.
  • Govern & Deploy: Apply unified permissions and monitor end-to-end pipelines.
What's so unique or special about Databricks?
  • Lakehouse Architecture: Combines data warehouse performance with data lake flexibility.
  • Agent Bricks: Train enterprise AI agents directly on private business data.
  • Unified Governance: Single model controls data, analytics, and AI permissions.
  • Serverless Processing: Auto-optimizes ETL for batch/streaming with no management.
  • Open Marketplace: Share live datasets, models, and notebooks without replication.
Things We Like
  • Powers full AI lifecycle from data to deployed agents seamlessly.
  • Natural language democratizes analytics for non-technical users.
  • Lakehouse delivers superior cost/performance vs legacy warehouses.
  • Open sharing accelerates collaboration without proprietary lock-in.
Things We Don't Like
  • Enterprise-scale requires commitment to lakehouse paradigm.
  • Custom agent training needs data science expertise initially.
  • Governance complexity grows with massive multi-modal datasets.
  • Pricing scales with compute and AI inference volumes.
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FAQs

Databricks is a data intelligence platform unifying data, analytics, and AI on lakehouse architecture.
Yes, create, tune, and deploy generative AI models with full privacy and governance.
It offers 12x better SQL/BI performance than legacy warehouses with open formats.
Yes, intelligent ETL handles batch and streaming with automatic optimization.
Unified model provides context-aware search, monitoring, and single permissions.

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