Oxygen vs. Databricks
Oxygen is purpose-built for agentic analytics workflows. Databricks is a broad lakehouse + AI platform.
Overview
Databricks positions itself as a unified platform for data + AI with lakehouse architecture and governance via Unity Catalog, plus GenAI/agent tooling via Mosaic AI. Oxygen is a full-stack platform oriented around agent-native creation and operation of analytics artifacts: ontology/semantic layer + agents + automations + apps, all authored in a single workspace.
Where Oxygen Wins
Single agent-native workspace for end-to-end artifacts
Oxygen Data Factory is the place where agents and humans build semantic layers, workflows, apps, and automations -- not scattered across notebooks and jobs.
Ontology-first modeling for agentic context
Oxygen treats the ontology as the unifying model for agent reasoning and context, making it the foundation of every workflow.
Operational outcomes focus
Oxygen emphasizes observing/optimizing complex workflows and producing tangible outcomes -- not just enabling infrastructure.
Automations + apps as platform primitives
Agents, automations, and apps are first-class constructs in Oxygen -- not extensions or add-ons to a data engineering platform.
No tool sprawl
Oxygen collapses warehouse + dbt + orchestrator + BI + AI experiments into a coherent agentic system of record for analytics work.
Where Databricks Is a Better Fit
Large-scale Spark-native engineering
Large-scale Spark-native data engineering and ML estates already living in the Databricks ecosystem.
Broad governance with Unity Catalog
You need a broad "one platform" standard with Unity Catalog governance across datasets and AI assets.
Common Co-existence Pattern
Keep Databricks for heavy Spark-native data engineering and ML training. Oxygen connects to your Databricks lakehouse as a data source, layers the ontology/semantic model on top, and provides the agentic workspace where teams build and run operational workflows, automations, and apps. Databricks processes the data; Oxygen operationalizes the intelligence.
Stop stitching together fragmented tools. Oxygen is the unified agentic analytics platform.
Get Started with Oxygen