| 1 |
Snowflake |
|
10/10 |
1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
- Claude Haiku 5.5 (#1) Strong separation of storage and compute, multi-cloud, easy scaling, broad ecosystem.
- GPT-6 Luna (#1) Best overall balance of scalability, ease of use, broad integrations, and mature cloud-native analytics.
- Gemini 4 Argon (#1) Best-in-class separation of storage and compute with unmatched cross-cloud flexibility and ease of use.
- Qwen 3.8 Flash (#1) Category-defining leader; best separation of storage/compute and ecosystem.
- DeepSeek V4 Pro (#1) Market leader with true separation of compute and storage, excellent concurrency.
- GLM-5.3 (#1) Benchmark for cloud warehouses: elastic scaling, governance, and broad ecosystem.
- Kimi K3 (#1) The most mature, flexible, and ecosystem-rich cloud data warehouse today.
- MiniMax M3 (#1) Best overall for elasticity, performance, and broad workload support.
- Mistral Large 4 (#1) Best separation of compute and storage, near-zero maintenance, massive ecosystem.
- Nemotron 3 Ultra (#1) Dominant market share; near-zero maintenance; elastic compute/storage separation
|
| 2 |
BigQuery |
|
10/10 |
2 | 2 | 2 | 2 | 3 | 2 | 2 | 2 | 2 | 2 |
- Claude Haiku 5.5 (#2) Serverless, fast on huge datasets, minimal infrastructure management, great for analytics.
- GPT-6 Luna (#2) Excellent serverless simplicity, rapid analytics, and tight integration with Google Cloud and machine learning.
- Gemini 4 Argon (#2) True serverless architecture delivering massive scalability and seamless integration with built-in machine learning.
- Qwen 3.8 Flash (#2) Serverless scale, zero maintenance, excellent for ad-hoc massive queries.
- GLM-5.3 (#2) Serverless simplicity, pay-per-query pricing, tight GCP AI integration.
- Kimi K3 (#2) Serverless simplicity, superb scalability, and tight Google Cloud integration.
- MiniMax M3 (#2) Serverless, deeply integrated with Google Cloud and ML tooling.
- Mistral Large 4 (#2) Serverless, blazing fast, unbeatable pricing for analytics at scale.
- Nemotron 3 Ultra (#2) Serverless, pay-per-query; native GCP integration; strong ML/AI
- DeepSeek V4 Pro (#3) Serverless, lightning fast on petabyte scale, best ML/AI integration.
|
| 3 |
Amazon Redshift |
|
10/10 |
3 | 3 | 4 | 4 | 2 | 3 | 4 | 3 | 3 | 3 |
- DeepSeek V4 Pro (#2) Deepest AWS ecosystem integration, RA3 nodes finally deliver elasticity.
- Claude Haiku 5.5 (#3) Mature AWS-native warehouse with good performance and deep integration with AWS services.
- GPT-6 Luna (#3) Strong AWS integration, mature ecosystem, and flexible options for varied workloads.
- GLM-5.3 (#3) Mature AWS-native warehouse with strong performance and broad adoption.
- MiniMax M3 (#3) Mature AWS-native option with good price-performance for analytics.
- Mistral Large 4 (#3) Deep AWS integration, strong price-performance, petabyte-scale proven.
- Nemotron 3 Ultra (#3) Deep AWS ecosystem; RA3 nodes decouple compute/storage; mature
- Gemini 4 Argon (#4) Deep AWS ecosystem integration offering powerful, cost-effective performance for predictable, large-scale enterprise workloads.
- Qwen 3.8 Flash (#4) Deep AWS integration, mature features, strong price-performance gains.
- Kimi K3 (#4) Deep AWS integration, RA3 nodes, and strong price-performance for AWS shops.
|
| 4 |
Databricks |
|
8/10 |
4 | | 3 | | 9 | 4 | 3 | 4 | 7 | 9 |
- Gemini 4 Argon (#3) Pioneering lakehouse architecture that unifies elite data warehousing performance with advanced AI and spark workloads.
- Kimi K3 (#3) Lakehouse architecture unifies warehousing and AI; strong SQL performance via Photon.
- Claude Haiku 5.5 (#4) Lakehouse architecture combining warehousing and ML well, strong for advanced workloads.
- GLM-5.3 (#4) Lakehouse leader blending warehouse and ML workflows on Delta Lake.
- MiniMax M3 (#4) Unified analytics platform combining data engineering and warehousing.
- Mistral Large 4 (#7) Seamless Azure-native lakehouse with collaborative notebooks built in.
|
| 5 |
Microsoft Fabric |
|
8/10 |
5 | 5 | 5 | 5 | | 6 | 5 | 7 | 6 | |
- Claude Haiku 5.5 (#5) Unified analytics platform with tight Microsoft ecosystem integration and simple pricing model.
- GPT-6 Luna (#5) Unified analytics experience with close integration across Microsoft’s data and BI tools.
- Gemini 4 Argon (#5) Unified analytics platform bringing seamless data warehousing and Power BI integration to Azure enterprises.
- Qwen 3.8 Flash (#5) OneLake + Power BI tie-in makes it compelling for Microsoft shops.
- Kimi K3 (#5) Unified analytics platform with OneLake; compelling for Microsoft-centric enterprises.
- GLM-5.3 (#6) Unifies warehouse, lakehouse, and BI in one Azure SaaS platform.
|
| 6 |
Azure Synapse Analytics |
|
9/10 |
8 | 10 | | 6 | 4 | 8 | 8 | 6 | 4 | 4 |
- DeepSeek V4 Pro (#4) Best for Microsoft shops, unified analytics and warehouse in one service.
- Mistral Large 4 (#4) Unified analytics plus tight Microsoft 365 and Power BI integration.
- Nemotron 3 Ultra (#4) Tight Azure/SQL integration; serverless + dedicated pools; hybrid
- Qwen 3.8 Flash (#6) Familiar Azure/SQL Server lineage; still widely deployed enterprise choice.
- MiniMax M3 (#6) Strong choice for Microsoft-centric enterprise data estates.
|
| 7 |
Databricks SQL |
|
7/10 |
| 4 | | 3 | 6 | | 10 | 5 | 5 | 5 |
- Qwen 3.8 Flash (#3) Strongest lakehouse convergence; dominates analytics plus AI workloads.
- GPT-6 Luna (#4) A strong lakehouse choice combining warehouse performance with open data and AI workflows.
- MiniMax M3 (#5) Excellent for lakehouse workloads with strong performance.
- Mistral Large 4 (#5) Lakehouse architecture unifying warehousing and ML on open formats.
- Nemotron 3 Ultra (#5) Lakehouse architecture; Photon engine; unified analytics/ML platform
- DeepSeek V4 Pro (#6) Lakehouse architecture unifies data engineering, warehousing, and ML on one platform.
- Kimi K3 (#10) Dedicated SQL warehouse experience on Databricks; fast and cost-efficient for BI.
|
| 8 |
ClickHouse |
|
9/10 |
9 | 9 | 6 | | 10 | 5 | 6 | 10 | 9 | 6 |
- GLM-5.3 (#5) Blazing columnar speed for real-time analytics at very low cost.
- Gemini 4 Argon (#6) Unrivaled speed and compression for real-time analytics and high-concurrency user-facing applications.
- Kimi K3 (#6) Blazing-fast open-source columnar database; great for real-time and log analytics.
- Nemotron 3 Ultra (#6) Real-time analytics; columnar speed; emerging cloud-native choice
- Claude Haiku 5.5 (#9) Extremely fast columnar analytics engine, cost-efficient for real-time querying at scale.
- GPT-6 Luna (#9) Very fast, cost-efficient analytics for high-volume and near-real-time queries.
- DeepSeek V4 Pro (#10) Columnar powerhouse for real-time, high-cardinality analytical workloads.
|
| 9 |
Oracle Autonomous Data Warehouse |
|
9/10 |
7 | 6 | 9 | 8 | 7 | | 9 | 9 | 8 | 8 |
- GPT-6 Luna (#6) Powerful enterprise capabilities, automation, and compatibility with Oracle-centric environments.
- Claude Haiku 5.5 (#7) Self-managing, strong for Oracle-centric enterprises needing reliable performance.
- DeepSeek V4 Pro (#7) Rock-solid for existing Oracle estates, self-tuning and auto-scaling.
- Qwen 3.8 Flash (#8) Best automation and tuning for Oracle/exadata-centric estates.
- Mistral Large 4 (#8) Self-tuning, self-patching, excellent for Oracle-centric enterprises.
- Nemotron 3 Ultra (#8) Fully managed; self-tuning; strong Oracle ecosystem lock-in
- Gemini 4 Argon (#9) Self-driving, self-securing automation tailored for organizations heavily invested in the Oracle ecosystem.
- MiniMax M3 (#9) Great for Oracle shops needing autonomous tuning and security.
|
| 10 |
Teradata |
|
6/10 |
6 | 7 | 8 | | | 9 | 7 | | | 7 |
- Claude Haiku 5.5 (#6) Long-proven enterprise warehouse with robust workload management, now available in cloud.
- GPT-6 Luna (#7) Proven performance for large, complex enterprise workloads and advanced analytics.
- Nemotron 3 Ultra (#7) Enterprise-grade; massive parallelism; complex workload optimization
- Gemini 4 Argon (#8) Proven enterprise reliability and workload management for the most complex hybrid multi-cloud environments.
- GLM-5.3 (#9) Enterprise-grade analytics heritage with strong multi-cloud options.
|
| 11 |
Firebolt |
|
6/10 |
| | 7 | 9 | 5 | 7 | | 8 | | 10 |
- DeepSeek V4 Pro (#5) Blazing query speed via proprietary decoupled indexing, great for real-time analytics.
- Gemini 4 Argon (#7) Engineered for sub-second analytics on massive datasets with highly granular compute control.
- GLM-5.3 (#7) Performance-focused warehouse cutting costs on large concurrent queries.
- MiniMax M3 (#8) Fast emerging engine optimized for low-latency analytical queries.
- Qwen 3.8 Flash (#9) Innovative engine for low-latency BI; smaller but rising challenger.
- Nemotron 3 Ultra (#10) Sub-second analytics; decoupled compute/storage; modern architecture
|
| 12 |
IBM Db2 Warehouse |
|
2/10 |
| 8 | | | 8 | | | | | |
- GPT-6 Luna (#8) Reliable enterprise warehousing with strong governance and hybrid-cloud support.
- DeepSeek V4 Pro (#8) Mature MPP engine, strong in regulated industries and SAP environments.
|
| 13 |
Vertica |
|
2/10 |
10 | | | 7 | | | | | | |
- Qwen 3.8 Flash (#7) Excellent columnar performance on structured analytical workloads.
- Claude Haiku 5.5 (#10) High-performance analytical database with strong capabilities for large-scale data.
|
| 14 |
DuckDB |
|
1/10 |
| | | | | 10 | | | | |
- GLM-5.3 (#10) Embedded OLAP engine loved for local and edge analytics workflows.
|
| 15 |
Google Cloud Spanner |
|
1/10 |
| | | | | | | | 10 | |
- Mistral Large 4 (#10) Globally consistent, horizontally scalable, ideal for mission-critical apps.
|