OtherVerified

Reviewed and published by trentmaziarz, July 20, 2026. Discovered and drafted by our automated research pipeline.

Starburst offers an AI-powered Auto-Tagging feature in Starburst Galaxy that automatically scans data columns to detect sensitive information — such as names and email addresses — and tags them so that access and privacy policies can be applied. This feature reached general availability in 2025.

Details

Galaxy's AI-powered Auto-Tagging uses large language models to scan data at the column level and identify personally identifiable information (PII). Once detected, columns are tagged, enabling attribute-based access control (ABAC) policies to be applied automatically. The feature supports human-in-the-loop review and custom user-defined classifiers, allowing data teams to confirm or adjust AI-generated tags before policies are enforced. This reduces the need for manual data reviews and helps organizations maintain compliance at scale without hand-labeling every data field.

Products affected

Starburst Galaxy

Sources & Evidence

News Article

Starburst rolls out AI features for unified data access

IT Brief·May 2025

https://itbrief.news/story/starburst-rolls-out-ai-features-for-unified-data-access

News Article

Starburst targets AI bottlenecks with smarter data access and governance

SiliconAngle·May 2025

https://siliconangle.com/2025/05/19/starburst-targets-ai-bottlenecks-smarter-data-access-governance/

Company Disclosure

Starburst Unveils New AI Platform Capabilities to Accelerate Enterprise AI and Agents

Starburst (official press release)·May 2025

https://www.starburst.io/press-releases/starburst-unveils-new-ai-platform-capabilities-to-accelerate-enterprise-ai-and-agents/

Cite this record

Trace Foundation. (2026). Starburst Data: Starburst offers an AI-powered Auto-Tagging feature in Starburst Galaxy that automatically scans data columns to detect sensitive information — such as names and email addresses — and tags them so that access and privacy policies can be applied. This feature reached general availability in 2025 (data as of 2026-07-20) [Data set record]. AI Trace. https://www.aitrace.org/r/practice/74efcf4c-3aeb-4ddc-9366-33c19ea1da51. Accessed September 4, 2026.

Stable link: https://www.aitrace.org/r/practice/74efcf4c-3aeb-4ddc-9366-33c19ea1da51
Data as of: July 20, 2026
Last verified: Not recorded

How to cite AI Trace

Other practices by Starburst Data

Data AnalysisStarburst deployed AIDA (AI Data Assistant), a conversational analytics tool that lets enterprise users ask questions about their data in plain English and receive answers drawn from distributed data sources without writing code. AIDA became generally available in May 2026 on both the Starburst Enterprise Platform and Starburst Galaxy.ProductivityStarburst announced multi-agent AI infrastructure in October 2025, giving enterprise customers tools to build, manage, and orchestrate networks of AI agents that can query governed data, execute workflows, and interoperate via an open standard called Model Context Protocol (MCP). These capabilities were announced for general availability in Q4 2025.Data AnalysisStarburst offers AI SQL functions that allow data analysts to apply AI-powered text analysis — including sentiment analysis, classification, grammar correction, translation, and data masking — directly within standard SQL queries. These functions are available in both Starburst Galaxy and the Starburst Enterprise Platform.

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