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Snowflake AI Data Cloud versus Databricks
Compare	Snowflake AI Data Cloud	Databricks
Verdict	Depends	Depends
Best for	Enterprises centralizing scattered data	Enterprise data teams
Who it's not for	Small teams wanting a simple dashboard or database	Small teams wanting simple analytics
Privacy	Site security score 91.5/100; hacker-linked Ticketmaster/Santander customer data leaks reported; no product CVEs found in sources reviewed.^⁹	Active security program (bug bounty, trust center) but several CVEs in 2024-2026, including a critical Azure SSRF flaw.
Support quality	No support evidence found	No support-quality evidence found
Public sentiment	Reddit users debate Cortex AI quality, costs, and open-source alternatives, while Gartner hosts 457 in-depth enterprise reviews.^¹	Reviewers rate Databricks highly for capability and UX, but cost predictability is the loudest complaint.¹³
Biggest gotcha	Consumption billing: runaway queries and forgotten warehouses inflate costs fast; nine cost pitfalls documented^⁸	DBU pricing is opaque; buyers report unpredictable bills and overruns^²

Pick Snowflake AI Data Cloud when

Enterprises centralizing scattered data
AI/ML teams needing governed data
Secure data sharing across companies
Retail, telecom, manufacturing data teams

When Snowflake AI Data Cloud is not a fit

Small teams wanting a simple dashboard or database
Anyone without dedicated data engineering staff
Teams needing predictable fixed monthly costs
Budget buyers . open-source options exist

Pick Databricks when

Enterprise data teams
Large-scale ETL and ML
Unified lakehouse with governance
AI-focused orgs on cloud data

When Databricks is not a fit

Small teams wanting simple analytics
Startups without dedicated data engineers
Price-sensitive buyers needing predictable bills
Dashboard-only BI needs

Sources

Snowflake AI Data Cloud Reviews & Ratings 2026 - Gartnergartner.com
review
Snowflake Reviews 2026 - G2g2.com
review
Snowflake AI Data Cloud Review: Enterprise Data Platformsmartthoughts.net
review
Snowflake Cortex experience - Redditreddit.com
review
What if there is a good open-source alternative to Snowflake? - Redditreddit.com
review
Snowflake Pricing Optionssnowflake.com
official
2026 Snowflake Pricing Guide - Revefirevefi.com
news
9 Pitfalls in Snowflake Data Cost Management - Revefirevefi.com
news
Hacker Links Ticketmaster, Santander Data Leaks To Snowflake Breachthecyberexpress.com
news
Is snowflake.com Safe? Security Score 91.5/100cystack.net
security
Data Protection for Snowflake AI Data Cloud - Thalescpl.thalesgroup.com
security
Snowflake AI Data Cloud - Officialsnowflake.com
official
Databricks Reviews . G2g2.com
review
Databricks Inc. Products . G2 Seller Pageg2.com
review
Need honest review on which platform to choose . Redditreddit.com
review
Pricing and cost experience . PeerSpotpeerspot.com
review