--- title: Snowflake Builders Blog: Data Engineers, App Developers,... description: Federated data sharing governance balances enterprise control with domain autonomy through four layers: identity provisioning, discovery visibility, access... canonical: https://daily.dev/posts/snowflake-builders-blog-data-engineers-app-developers-ai-data-science-tloqtah2s twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science | daily.dev og:description: Federated data sharing governance balances enterprise control with domain autonomy through four layers: identity provisioning, discovery visibility, access... og:url: https://daily.dev/posts/snowflake-builders-blog-data-engineers-app-developers-ai-data-science-tloqtah2s og:image: https://api.daily.dev/og/posts/TloqtAh2S.png og:image:alt: Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science **[Snowflake Community](https://daily.dev/sources/snowflake_comm)** · 10 min read · 0 upvotes · 0 comments ## Summary Federated data sharing governance balances enterprise control with domain autonomy through four layers: identity provisioning, discovery visibility, access entitlement, and policy enforcement. Snowflake's native features (Internal Marketplace, organization identities, database roles, tags, policies) enable a progressive spectrum of governance models—from centralized provider control to fully federated consumer governance. Organizations can start with strict central oversight in regulated industries and incrementally decentralize as trust and maturity grow. Database roles serve as governance contracts when identity isn't shared across boundaries, while organization user groups enable shared control within enterprise boundaries. The framework supports different industry needs: highly regulated sectors use centralized models, global enterprises adopt shared control, and data-mesh organizations embrace federated governance with provider guidance. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Beyond Role Sprawl: Mastering Snowflake Database Roles for Scalable Governance](https://daily.dev/posts/beyond-role-sprawl-mastering-snowflake-database-roles-for-scalable-governance-rt0h1ibib) · Snowflake Community · 1 upvotes · 0 comments - [Federated Governance for AI Identities: Closing the 92% Visibility Gap](https://daily.dev/posts/federated-governance-for-ai-identities-closing-the-92-visibility-gap-i75sswt6l) · Security Boulevard · 0 upvotes · 0 comments - [The AI Agent Identity Problem: Why Governance Is the Missing Layer in Enterprise AI](https://daily.dev/posts/the-ai-agent-identity-problem-why-governance-is-the-missing-layer-in-enterprise-ai-eve3dusim) · Snowflake · 0 upvotes · 0 comments - [Governance beyond security: knowledge, context & ontology on the lakehouse](https://daily.dev/posts/governance-beyond-security-knowledge-context-ontology-on-the-lakehouse-ohjifsyku) · databricks · 1 upvotes · 0 comments - [How to Build Enterprise Cloud Governance That Scales](https://daily.dev/posts/how-to-build-enterprise-cloud-governance-that-scales-otewleequ) · Spacelift · 0 upvotes · 0 comments --- Tags: [#architecture](https://daily.dev/tags/architecture), [#big-data](https://daily.dev/tags/big-data), [#data-engineering](https://daily.dev/tags/data-engineering), [#snowflake](https://daily.dev/tags/snowflake) [View this post on daily.dev](https://daily.dev/posts/snowflake-builders-blog-data-engineers-app-developers-ai-data-science-tloqtah2s) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science","url":"https://daily.dev/posts/snowflake-builders-blog-data-engineers-app-developers-ai-data-science-tloqtah2s","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/snowflake-builders-blog-data-engineers-app-developers-ai-data-science-tloqtah2s"},"datePublished":"2026-01-15T20:06:32.595Z","dateModified":"2026-01-15T20:07:04.956Z","description":"Federated data sharing governance balances enterprise control with domain autonomy through four layers: identity provisioning, discovery visibility, access...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e626998585aac74533112fbb2b343278?_a=AQAEulh","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e626998585aac74533112fbb2b343278?_a=AQAEulh","isAccessibleForFree":true,"articleSection":"Snowflake Community","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Snowflake Community","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/3eb5260f70bb4653be0f9581c0d937c8","url":"https://daily.dev/sources/snowflake_comm"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/snowflake-builders-blog-data-engineers-app-developers-ai-data-science-tloqtah2s","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"architecture,big-data,data-engineering,snowflake","timeRequired":"PT10M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Snowflake Community","item":"https://daily.dev/sources/snowflake_comm"},{"@type":"ListItem","position":3,"name":"Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science"}]} ```