Snowflake AI Data Cloud vs Cloudera Data Warehouse

Snowflake AI Data Cloud9.2Visit Cloudera Data Warehouse8.4Visit

Higher score Snowflake AI Data Cloud #2 in Ai Data Platforms 9.2/10 30-day trial Free trial✓ 2 of 3 features Visit Snowflake

vs

Cloudera Data Warehouse #8 in Ai Data Platforms 8.4/10 Paid ✓ 0 of 3 features Visit Cloudera

• Snowflake AI Data Cloud fits best

  Teams needing managed cloud data, analytics, and AI

• Cloudera Data Warehouse fits best

  Enterprises running governed SQL warehouses

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Side by side

Feature	Snowflake AI Data Cloud 9.2/10 Visit ↗	Cloudera Data Warehouse 8.4/10 Visit ↗
At a glance
Editor score	9.2	8.4
Ranking	#2 in Ai Data Platforms	#8 in Ai Data Platforms
Best for	Teams needing managed cloud data, analytics, and AI	Enterprises running governed SQL warehouses
Pricing model	Paid	Paid
Starting price	30-day trial	$0.07/unit usage-based
Free plan	—	—
Free trial	30 days	—
Deployment	Cloud, Browser extension	Cloud, Self-hosted
Platforms	Web	Web
Support	Docs, Community	Docs, Community
Integrations	750+ integrations	6 integrations
Built for	Small business, Mid-market, Enterprise	Enterprise
Features Snowflake AI Data Cloud 2/3 · Cloudera Data Warehouse 0/3
Data governance	✓ (best)	Not checked yet
Data preparation	Not checked yet	Not checked yet
Vector search	✓ (best)	Not checked yet
Specs
Deployment options	Cloud	Not checked yet
Data connectors	750	Not checked yet
Supported data types	structured and unstructured text	Not checked yet
Our review
Pros	Supports data engineering, analytics, applications, and AI workloads Cortex Search combines vector and keyword search for text data Offers 750 connectors alongside governance and controlled data sharing	Federated SQL queries across disparate data sources Isolated virtual warehouses with workload-aware autoscaling AI assistance for SQL queries and visualization
Cons	Consumption-based pricing varies with compute and storage usage Cloud deployment may not suit teams requiring other deployment options Broad workload coverage may exceed the needs of teams seeking a narrow tool	No free plan; pricing is usage-based at $0.07 per CCU per hour Cloud rate excludes infrastructure, networking, and related provider costs Focused on warehousing rather than an end-to-end data platform
Our verdict	Snowflake AI Data Cloud brings data, analytics, applications, and AI workloads together in a managed cloud platform. It is suited to teams that want to engineer data, support analytics and AI use cases, and share data across teams or… Read the review →	Cloudera Data Warehouse is a cloud-native analytics service for organizations that need SQL querying, business intelligence, and high-concurrency workloads across enterprise data. It is aimed at enterprises running governed SQL warehouses,… Read the review →

Strengths and trade-offs

• Snowflake AI Data Cloud — where it wins

  • Supports data engineering, analytics, applications, and AI workloads
  • Cortex Search combines vector and keyword search for text data
  • Offers 750 connectors alongside governance and controlled data sharing

  Where it doesn't

  • Consumption-based pricing varies with compute and storage usage
  • Cloud deployment may not suit teams requiring other deployment options
  • Broad workload coverage may exceed the needs of teams seeking a narrow tool

• Cloudera Data Warehouse — where it wins

  • Federated SQL queries across disparate data sources
  • Isolated virtual warehouses with workload-aware autoscaling
  • AI assistance for SQL queries and visualization

  Where it doesn't

  • No free plan; pricing is usage-based at $0.07 per CCU per hour
  • Cloud rate excludes infrastructure, networking, and related provider costs
  • Focused on warehousing rather than an end-to-end data platform

• Snowflake AI Data Cloud9.2/10 · 30-day trial

  Combines managed data, analytics, engineering, and AI services in one cloud platform.

  Visit SnowflakeFull verdict →
• Cloudera Data Warehouse8.4/10 · Paid

  A governed SQL warehouse with federated queries, isolated warehouses, and AI-assisted analysis.

  Visit ClouderaFull verdict →