# datahub.com

> AI-optimized mirror of datahub.com containing 50 pages totalling 66,022 words of clean markdown content, structured data, and semantic HTML. Original source: https://datahub.com. Last updated: 2026-07-20T14:44:13.916Z.

Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG).

## Homepage

- [DataHub | AI & Data Context Management Platform](/content/site-root.html): DataHub is the leading open-source data catalog helping teams discover, understand, and govern their data assets. Unlock data intelligence today. (380 words)

## Articles & Blog Posts

- [DPG Media Cuts Snowflake Costs 25% with DataHub](/content/customer-stories/dpg-media/index.html): With DataHub Cloud, DPG Media reduced data sprawl, enforced governance, and saved 25% monthly on Snowflake storage and compute. (707 words)
- [How Super Technologies Turned 600 Quality Checks Into Data Confidence](/content/customer-stories/super-technologies/index.html): Learn how Super Technologies scaled data quality and discovery across 150+ data professionals, cutting KPI lookup time from significant and lengthy manual effort to seconds with DataHub Cloud. (516 words)
- [How Uken Games Cut 100M Rows of Data Clutter](/content/customer-stories/uken-games/index.html): Uken Games used DataHub to identify 40% of unused tables, reduce storage waste, and make self-serve analytics faster and more reliable. (694 words)
- [MediaMarktSaturn Scales Data Access with DataHub](/content/customer-stories/mediamarktsaturn/index.html): MediaMarktSaturn used DataHub to streamline discovery and automate access provisioning for 50K+ employees across 30+ data domains. (781 words)
- [Visa Scales Global Data Governance with DataHub](/content/customer-stories/visa/index.html): Visa replaced its custom catalog with DataHub, using API-powered metadata to scale governance, improve quality, and support AI workflows across global teams. (788 words)
- [Funding Circle Modernizes Metadata with DataHub](/content/customer-stories/funding-circle-turns-around-their-metadata-management.html): Funding Circle replaced legacy tools with DataHub, enabling self-service metadata, CI/CD workflows, and full data lineage visibility. (556 words)
- [HashiCorp Streamlines Data Discovery with DataHub](/content/customer-stories/hashicorp-streamlines-their-data-discovery-chaos/index.html): HashiCorp reduced ad hoc inquiries to near zero by centralizing documentation, ownership, and lineage with DataHub. (626 words)
- [Notion Streamlines Discovery & Governance with DataHub](/content/customer-stories/notion/index.html): Notion scales metadata management with DataHub Cloud, improving impact analysis, self-serve discovery, and GDPR compliance. (684 words)
- [Netflix Reimagines Discovery & Governance with DataHub](/content/customer-stories/netflix/index.html): Read the case study to learn how Netflix built a unified global catalog on DataHub that powers self-serve discovery and governance, and soon AI agents. (1,039 words)
- [Hurb Builds Single Source of Truth with DataHub](/content/customer-stories/hurb/index.html): Hurb uses DataHub to streamline ingestion, automate lineage, and centralize discovery across its growing data stack. (482 words)
- [Optum Scales Data Mesh with DataHub](/content/customer-stories/optum/index.html): Optum built data mesh on DataHub to enable decentralized discovery, automate workflows, and streamline access across petabyte-scale healthcare data. (552 words)
- [Zynga Levels Up Data Management with DataHub](/content/customer-stories/zynga/index.html): Zynga uses DataHub to unify metadata, track lineage, monitor quality, and streamline data ops across 100+ games and 35B+ daily records. (565 words)
- [Slack Fast-Tracks Metadata Visibility with DataHub](/content/customer-stories/slack/index.html): Slack collapsed 6 years of metadata complexity into 3 days of progress with DataHub—unlocking extensible discovery, lineage, and governance across teams. (659 words)
- [Wolt Found Their Ideal Metadata Platform in DataHub](/content/customer-stories/wolt/index.html): From deployment pain to platform success: Learn how Wolt uses DataHub to track data lineage, improve discoverability, and support legal compliance at scale. (492 words)
- [Adevinta Streamlines Data Discovery with DataHub](/content/customer-stories/adevinta/index.html): Discover how Adevinta built a centralized data catalog using DataHub to simplify discovery, manage metadata, and improve collaboration. (477 words)
- [Airtel Scales Data Mesh with DataHub](/content/customer-stories/airtel/index.html): Learn how Airtel scaled data governance and discovery across 30+ PB and 10K+ jobs with DataHub as its metadata management backbone. (600 words)
- [MYOB Scales Data Reliability with DataHub](/content/customer-stories/myob/index.html): With DataHub, MYOB automated schema-change alerts and reduced breaking changes to near zero—even as Snowflake usage grew 4x. (645 words)
- [Miro Improves Data Reliability with DataHub](/content/customer-stories/miro/index.html): Miro uses DataHub Cloud to track lineage, surface SLAs, and empower both analysts and engineers with clear data product visibility. (590 words)
- [blog/building-autonomous-data-agents/index.html](/content/blog/building-autonomous-data-agents/index.html) (927 words)
- [Data Lineage Software | DataHub Cloud](/content/products/data-lineage/index.html): DataHub Cloud data lineage software: Automatically capture column-level lineage across your entire stack. See downstream impact before deploying changes. (851 words)
- [Best Context Management Platforms in 2026 | DataHub](/content/blog/best-context-management-platform/index.html): Compare the best context management platforms for AI agents in 2026: enterprise context platforms, data catalogs, and open-source options. (4,532 words, Jul 15, 2026)
- [Data Lineage in ETL: The Three-Condition Test | DataHub](/content/blog/what-is-data-lineage-in-etl/index.html): Lineage in ETL only works when it meets three conditions: column-level, cross-platform, and captured at runtime. Here's why. (2,036 words, Jul 10, 2026)
- [Build with DataHub: The Agent Hackathon │ DataHub](/content/blog/build-with-datahub-agent-hackathon/index.html): $20,500 in prizes. Build AI agents using DataHub's context graph. Submissions for the Agent Hackathon are open July 6–Aug 10, 2026. (970 words, Jul 9, 2026)
- [Context Management: The Missing Piece for Agentic AI | DataHub](/content/blog/context-management/index.html): Context management gives AI agents secure, reliable access to enterprise data. Learn what it is and how to implement it. (922 words, Jul 1, 2026)
- [Data Lineage: What It Is and Why It Matters | DataHub](/content/blog/data-lineage-what-it-is-and-why-it-matters/index.html): Data lineage tracks where data comes from, how it transforms, and where it ends up. Learn why it matters and how to implement it across your stack. (2,968 words, Jun 29, 2026)
- [Data Lineage for Compliance: From Audit Prep to Operational Evidence | DataHub](/content/blog/data-lineage-for-compliance/index.html): How data lineage for compliance turns audits into a byproduct, not a project. Coverage of BCBS 239, GDPR, HIPAA, SOX, and the EU AI Act. (2,677 words, Jun 26, 2026)
- [Context Layer for Snowflake | DataHub](/content/blog/context-layer-for-snowflake/index.html): Snowflake gives you context inside the warehouse. A context layer for Snowflake extends it across every system your data and AI touch. (1,895 words, Jun 10, 2026)
- [AI Agent Onboarding: The Missing Discipline | DataHub](/content/blog/ai-agent-onboarding/index.html): AI agent onboarding is the missing discipline behind production-ready agents. Why context engineering can't do the job alone. (2,558 words, May 14, 2026)
- [Ontology vs. Semantic Layer: What's Missing | DataHub](/content/blog/ontology-vs-semantic-layer/index.html): Ontology vs. semantic layer explained. Learn what each does, where they overlap, and why both depend on context management. (3,114 words, Apr 30, 2026)
- [Context-Aware AI Agents: Why Most Aren't | DataHub](/content/blog/context-aware-ai-agents/index.html): Context-aware AI agents need more than clever prompts. See why context-awareness is an infrastructure problem, and what production agents actually require. (3,084 words, Apr 28, 2026)
- [The Context Layer for AI: What Enterprises Get Wrong | DataHub](/content/blog/context-layer-for-ai/index.html): Everyone's building a context layer for AI. Most are building the wrong one. Here's what enterprises actually need. (2,946 words, Apr 27, 2026)
- [Context Layer vs Semantic Layer Explained | DataHub](/content/blog/context-layer-vs-semantic-layer/index.html): Context layer vs semantic layer: What each does, how they relate, and why both need context management infrastructure. (2,637 words, Apr 27, 2026)
- [Context Engineering vs Prompt Engineering | DataHub](/content/blog/context-engineering-vs-prompt-engineering/index.html): Context engineering vs prompt engineering: What changed, what's different, and the infrastructure layer most teams are missing. (2,699 words, Apr 20, 2026)
- [Context Window Optimization Strategies | DataHub](/content/blog/context-window-optimization/index.html): Context window optimization techniques for AI agents, plus why upstream context quality determines the ceiling. (2,412 words, Apr 16, 2026)
- [Context Management Tools in 2026 | DataHub](/content/blog/context-management-tools/index.html): Four types of tools claim the "context management" label. Here's how the landscape breaks down and what to evaluate. (2,660 words, Apr 10, 2026)
- [Data Products: From Concept to Implementation | DataHub](/content/blog/data-products-in-datahub-everything-you-need-to-know.html): Most teams agree data products matter. Few have operationalized them. A practitioner-informed guide to closing the gap. (1,915 words, Mar 26, 2026)
- [How to Implement Data Governance | DataHub](/content/blog/how-to-implement-data-governance/index.html): How do you implement data governance without killing velocity? Learn the shift-left and design principles that helped ICA Gruppen succeed. (1,272 words, Jan 9, 2026)
- [DataHub Town Hall: Building Trustworthy AI Agents](/content/blog/datahub-town-hall-building-ai-agents/index.html): DataHub town hall highlights: Explore 3 major releases that transform DataHub into a context platform for building AI agents you'd trust in production. (1,119 words, Dec 23, 2025)
- [What is Metadata Management? An Enterprise Guide](/content/blog/what-is-metadata-management/index.html): Modern metadata management transforms data chaos into AI-ready infrastructure. Learn what separates passive catalogs from active platforms. (3,348 words, Dec 18, 2025)
- [Data Governance in Financial Services: Your AI Advantage](/content/blog/data-governance-in-financial-services-ai/index.html): Two leaders of data governance in financial services reveal why compliance infrastructure is the same foundation that makes AI possible—and how to build it. (2,246 words, Nov 17, 2025)
- [How Block Uses DataHub’s MCP Server to Power AI Agents](/content/blog/datahub-mcp-server-block-ai-agents-use-case/index.html): Learn how Block pairs open source AI agent Goose with DataHub MCP Server to scale data governance and AI-powered operations across 50+ platforms. (1,616 words, Jun 3, 2025)

## Listings & Categories

- [Discovery - DataHub](/content/blog/category/data-discovery/index.html): Content focused on search capabilities, browsing, and finding relevant data assets (449 words)
- [Community - DataHub](/content/blog/category/community/index.html): User spotlights, community events, Town Halls, and other community updates (391 words)
- [Context Management - DataHub](/content/blog/category/context-management/index.html): Content focused on metadata management and context management strategies, standards, and capabilities (399 words)
- [AI Data Management - DataHub](/content/blog/category/ai/index.html): Content focused on machine learning, AI/ML governance, AI agents, the MCP Server, and intelligent data capabilities (422 words)
- [Observability - DataHub](/content/blog/category/data-observability/index.html): Content focused on monitoring, alerting, data quality, and operational insights (426 words)
- [Governance - DataHub](/content/blog/category/data-governance/index.html): Content focused on policies, compliance, data stewardship, and governance frameworks (407 words)
- [Platform Experience - DataHub](/content/blog/category/platform-experience/index.html): Specific to DataHub’s platform. Includes SDKs, APIs, connectors, ingestion sources, etc. (149 words)
- [Uncategorized - DataHub](/content/blog/category/uncategorized/index.html) (142 words)

## Resources

- [Full Page Index](/index.html): Browse all cached pages with rich metadata
- [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines
- [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery
- [Robots.txt](/robots.txt): Crawler directives