Software Engineering Daily

Context-Aware SQL and Metadata with Shinji Kim

59 snips
Sep 4, 2025
Shinji Kim, the founder and CEO of Select Star, discusses the challenges of metadata curation and the innovative solutions his company offers. He elaborates on the importance of maintaining context in data-rich environments and how Select Star creates a constantly updated knowledge graph. Shinji also touches on the role of large language models in generating accurate SQL queries and the significance of tracking data usage metrics to enhance decision-making. His insights reveal emerging trends in metadata management that could transform how organizations access and utilize their data.
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INSIGHT

Knowledge Graph From Structure And Usage

  • SelectStar builds a continuously updated knowledge graph by analyzing structure and usage of an organization's data.
  • This graph surfaces lineage, popularity, and semantic context to help teams discover and trust the right data.
INSIGHT

Activity Beats Static Documentation

  • Manual documentation quickly becomes stale and doesn't scale as data models proliferate.
  • Tracking activity (queries, joins, who accesses data) yields richer, actionable metadata than static schemas.
ADVICE

Automate Metadata From Logs And BI Tools

  • Ingest query logs and BI metadata to infer joins, popularity, and lineage automatically.
  • Use those signals to map relationships, surface example queries, and expose metric definitions.
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