Databricks vs Dataiku

Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced  |  Dataiku — Application · Private · $3.7B valuation · 4 of 4 figures sourced

Relationship

Agent Bricks and Dataiku Agent Hub both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; smaller scale (private).

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

7 of 12 capabilitiesShared product typeSmaller scale

7 of 12 capabilities — Shares agent orchestration, data analysis, evaluation and observability and 4 more.

Ludbee capability tags · from the product records

Shared product type — Both ship agent platform, infrastructure service and platform.

Ludbee product records

Smaller scale — Dataiku: $3.7B valuation, against Databricks's $190B valuation.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldDatabricksDataiku
Valuation$190B$3.7B Dataiku has 51× smaller
Employees10,0001,250 Dataiku has 8.0× fewer
Founded20132013 match
StatusPrivatePrivate match
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, PlatformAI agent, Agent platform, Infrastructure service, Platform
HeadquartersSan Francisco, USANew York, USA

Capability overlap

Shared · 7

Agent orchestrationData analysisEvaluation and observabilityGuardrails and safetyModel inferenceModel trainingWorkflow automation

Not verified for Dataiku · 5

Document extractionModel hostingPresentation generationKnowledge retrievalVector search

Recorded for Databricks. Dataiku’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Databricks · 1

Data security

Recorded for Dataiku. Databricks’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Databricks

Agent platform

Agent BricksAgent platform

A control plane for building, evaluating, governing and monitoring AI agents across proprietary and open-source models, with native MCP support.

Platform

Databricks AIPlatform

Databricks' tooling for building, fine-tuning, serving and evaluating models and agents on lakehouse data.

Databricks Data + AI PlatformPlatform

Lakehouse platform for storing, governing, querying and sharing enterprise data.

Infrastructure service

Unity GatewayInfrastructure service

Enterprise AI gateway providing centralized cost tracking/budgets, model access (Claude, GPT, Gemini, Grok and others), security/governance (access policies, PII/PHI filtering, audit trails), smart routing and observability across an organization's AI systems.

Dataiku

Agent platform

Dataiku Agent HubAgent platform

Centralised control plane inside the Dataiku platform for creating, orchestrating, deploying and tracking AI agents across teams.

Dataiku E2AAgent platform

Expert-to-Agent engine that converts subject-matter-expert know-how into governed AI agents grounded in enterprise data with structured reasoning and human oversight.

Platform

DataikuPlatform

Platform for building, deploying and governing data, machine-learning and agent workflows across an organisation.

Infrastructure service

Dataiku Agent ManagementInfrastructure service

Cross-platform governance product that discovers every AI agent an enterprise is running -- on Microsoft Copilot Studio, Azure Foundry, Salesforce Agentforce, AWS Bedrock, Google Vertex, Databricks, Snowflake Cortex, n8n or Dataiku itself -- measures each agent's business and technical performance, and flags the ones that pose the greatest risk. Announced 2026-09-24; distinct from Dataiku Agent Hub, which creates and operationalizes agents rather than discovering and governing agents built anywhere.

Dataiku LLM Guard ServicesInfrastructure service

Control layer over the Dataiku LLM Mesh that caps LLM spend, screens prompts and outputs for sensitive or malicious content, and scores model output quality.

Dataiku LLM MeshInfrastructure service

Centralised gateway that routes, meters and governs an organisation's connections to multiple LLM providers from inside the Dataiku platform.

No counterpart

Databricks sells these in a stack layer with no product recorded for Dataiku yet — nothing on the other side to compare them against.

Application

AI/BIApplication

AI-native business-intelligence product comprising AI/BI Dashboards (AI-assisted dashboard/visualization creation) and Genie Spaces (conversational natural-language exploration of data), built into the Databricks Data + AI Platform with Unity Catalog governance and no per-seat licensing.

Genie OneApplication

AI coworker (the evolution of the earlier Databricks Assistant/Genie) that lets business users ask questions, take action and drive outcomes over enterprise data via natural language, integrating with Slack, Teams, Jira, Google Drive and Salesforce, with mobile apps.

Developer tool

Databricks Model TrainingDeveloper tool

A managed service for fine-tuning open-source LLMs or training custom models on enterprise data using dedicated GPU infrastructure.

Data service

Databricks AI SearchData service

A managed hybrid semantic, keyword and vector search service (formerly Mosaic AI Vector Search) with automatic data sync and Unity Catalog governance.

Model API

Databricks Model ServingModel API

A managed endpoint service for deploying and governing classical ML models, generative models and agents from one interface.

Dataiku sells these in a stack layer with no product recorded for Databricks yet — nothing on the other side to compare them against.

AI agent

Dataiku CobuildAI agent

AI building agent that turns a business objective written in plain language into a governed Dataiku project of data pipelines, models, agents and applications rendered as an editable visual workflow.