Inside the Governed Data Platform Powering ChatGPT: OpenAI on Databricks
OpenAIAgent Bricks · Databricks SQL · Delta Lake +2
OpenAI runs its marketing, analytics, security, and finance operations on the Databricks Data + AI Platform across Azure and AWS, with usage data landing in Delta tables governed by Unity Catalog. OpenAI's Security team uses Databricks streaming pipelines to standardize infrastructure, cloud, and vendor audit logs into governed Delta tables for threat detection, investigation, and incident response, including Codex agents querying governed security data via SQL APIs. The marketing team uses a Bronze-Silver-Gold architecture to build audiences without writing SQL for one billion weekly active users, eliminating $400,000 per month in storage costs. Separately, Databricks and OpenAI announced a multi-year partnership bringing OpenAI's frontier models, including GPT models and Codex, natively into the Databricks Data + AI Platform, callable via SQL or API against data governed by Unity Catalog.
Overview
OpenAI runs its marketing, analytics, security, and finance operations on the Databricks Data + AI Platform across Azure and AWS, with usage data landing in Delta tables governed by Unity Catalog. OpenAI's Security team uses Databricks streaming pipelines to standardize infrastructure, cloud, and vendor audit logs into governed Delta tables for threat detection, investigation, and incident response, including Codex agents querying governed security data via SQL APIs. The marketing team uses a Bronze-Silver-Gold architecture to build audiences without writing SQL for one billion weekly active users, eliminating $400,000 per month in storage costs. Separately, Databricks and OpenAI announced a multi-year partnership bringing OpenAI's frontier models, including GPT models and Codex, natively into the Databricks Data + AI Platform, callable via SQL or API against data governed by Unity Catalog.
This entry has 11 published fields tied to exact passages in an immutable source capture.
Inspect the highlighted sourceThe challenge
ChatGPT, the OpenAI API, and the internal tools used by thousands of OpenAI employees require a foundation that can withstand sudden growth, run governed analytics across multiple business units, and operate across multiple clouds simultaneously.
The solution
Since 2024, OpenAI has leveraged Databricks in Azure and AWS, with usage data landing in Delta tables governed by Unity Catalog. Databricks Jobs and Data Warehouses transform that data through layered pipelines to serve product analytics, finance, security, and trust and safety teams. The Security team uses streaming pipelines to standardize raw events into governed Delta tables for threat detection, investigation and incident response, with Codex agents able to query governed security data through SQL APIs. The marketing team uses a Bronze-Silver-Gold architecture to build audiences without writing SQL. Separately, Databricks and OpenAI announced a multi-year partnership bringing OpenAI's frontier models, including GPT models and Codex, natively into the Databricks Data + AI Platform, callable via SQL or API against data governed by Unity Catalog.
Reported business value
The marketing team's Bronze-Silver-Gold architecture eliminates $400,000 per month in storage costs, and Unity Catalog provides complete governance of OpenAI's entire multi-cloud data estate.
Sources
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This record was researched and written with AI assistance, and its claims were checked against the sources above. (EU AI Act art. 50 transparency notice.)
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