| 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, and a broad data sharing ecosystem.
- GPT-6 Luna (#1) Excellent managed analytics warehouse with broad cloud support, strong concurrency, and a mature ecosystem.
- Gemini 4 Argon (#1) Unmatched multi-cloud flexibility, effortless scaling, and the best data-sharing ecosystem in the industry.
- Qwen 3.8 Flash (#1) Market leader; best separation of storage/compute, vast marketplace.
- DeepSeek V4 Pro (#1) Best separation of storage and compute, near-zero maintenance, strong data sharing.
- GLM-5.3 (#1) Pioneer of separation of compute and storage; near-universal adoption and workloads.
- Kimi K3 (#1) Market-leading elasticity, separation of storage and compute, broad ecosystem.
- MiniMax M3 (#1) Industry leader; separates storage/compute, scales effortlessly, massive ecosystem.
- Mistral Large 4 (#1) Best-in-class separation of compute and storage, near-zero maintenance, and top scalability.
- Nemotron 3 Ultra (#1) Elastic compute, zero-maintenance, multi-cloud leader
|
| 2 |
BigQuery |
|
10/10 |
2 | 2 | 2 | 2 | 3 | 2 | 2 | 2 | 2 | 2 |
- Claude Haiku 5.5 (#2) Serverless, highly scalable, and very fast for large analytical queries with low ops burden.
- GPT-6 Luna (#2) Serverless simplicity, fast analytics, and tight integration with Google Cloud and data science tools.
- Gemini 4 Argon (#2) True serverless architecture with incredible speed on massive datasets and deeply integrated machine learning.
- Qwen 3.8 Flash (#2) Serverless scale, zero ops, excellent for large analytics.
- GLM-5.3 (#2) Serverless ease, strong ecosystem, best value for analytics-heavy Google shops.
- Kimi K3 (#2) Serverless simplicity, unmatched scalability, strong pricing for bursty analytics workloads.
- MiniMax M3 (#2) Serverless, pay-per-query, excellent ML integration with Vertex AI.
- Mistral Large 4 (#2) Serverless simplicity, blazing analytics speed, and deep AI/ML integration.
- Nemotron 3 Ultra (#2) Serverless scale, SQL-native, GCP integration
- DeepSeek V4 Pro (#3) Serverless, brilliant SQL on JSON, strong ML integration, pay-per-query model.
|
| 3 |
Amazon Redshift |
|
10/10 |
3 | 3 | 3 | 3 | 2 | 3 | 3 | 4 | 3 | 3 |
- DeepSeek V4 Pro (#2) Deep AWS integration, excellent price-performance with RA3 nodes, massive scale.
- Claude Haiku 5.5 (#3) Mature AWS-native warehouse with deep integration into the AWS data stack.
- GPT-6 Luna (#3) A proven AWS-native warehouse with flexible deployment choices and deep ecosystem integration.
- Gemini 4 Argon (#3) Deep AWS integration and predictable performance at scale for enterprises already invested in Amazon.
- Qwen 3.8 Flash (#3) Deep AWS integration, mature and broadly deployed.
- GLM-5.3 (#3) Mature AWS-native warehouse; strong performance, but less seamless than newer rivals.
- Kimi K3 (#3) Deep AWS integration, mature performance, serverless option improving ease of use.
- Mistral Large 4 (#3) Deep AWS ecosystem integration and strong price-performance at scale.
- Nemotron 3 Ultra (#3) Mature AWS ecosystem, RA3 nodes, spectrum
- MiniMax M3 (#4) Mature, deep AWS integration, strong for existing AWS workloads.
|
| 4 |
Microsoft Fabric |
|
8/10 |
5 | 5 | 4 | 4 | | 7 | 6 | 6 | 6 | |
- Gemini 4 Argon (#4) The unified successor to Synapse, offering seamless Power BI integration and OneLake architecture.
- Qwen 3.8 Flash (#4) Tightly bundled with Azure/Power BI; strong momentum.
- Claude Haiku 5.5 (#5) Unified analytics platform with a tight fit for Microsoft and Power BI shops.
- GPT-6 Luna (#5) Unified Microsoft analytics experience integrates warehousing, Power BI, and OneLake.
- Kimi K3 (#6) Tight Power BI integration and unified lakehouse-warehouse experience for Microsoft shops.
- GLM-5.3 (#7) Unifying analytics platform with solid SQL warehouse capabilities in Azure.
|
| 5 |
Databricks SQL |
|
9/10 |
| 4 | 8 | 5 | 6 | 9 | 4 | 10 | 4 | 5 |
- GPT-6 Luna (#4) Strong lakehouse analytics with excellent support for open formats and machine learning workflows.
- Kimi K3 (#4) Best lakehouse unification of warehousing and AI/ML on open formats.
- Nemotron 3 Ultra (#5) Lakehouse convergence, Photon engine, Unity Catalog
- DeepSeek V4 Pro (#6) Lakehouse architecture unifies warehouse and ML workloads on open formats.
- Gemini 4 Argon (#8) Combines warehouse performance with lakehouse economics, making it unbeatable for AI-driven organizations.
|
| 6 |
Azure Synapse Analytics |
|
8/10 |
10 | | | 6 | 4 | 5 | 8 | 5 | 5 | 4 |
- DeepSeek V4 Pro (#4) Tight Power BI and Azure ecosystem coupling, serverless and provisioned modes.
- Nemotron 3 Ultra (#4) Deep Azure integration, serverless + dedicated
- GLM-5.3 (#5) Azure's dedicated warehouse; capable but being eclipsed by Fabric.
- MiniMax M3 (#5) Tight Azure integration, hybrid serverless + dedicated pools.
- Mistral Large 4 (#5) Seamless Microsoft stack integration with flexible dedicated and serverless options.
- Qwen 3.8 Flash (#6) Solid Azure DW option, though being absorbed by Fabric.
|
| 7 |
Databricks |
|
8/10 |
4 | | 5 | 7 | 10 | 4 | 7 | 3 | 8 | |
- MiniMax M3 (#3) Best for unified data + AI workloads, Delta Lake, strong performance.
- Claude Haiku 5.5 (#4) Lakehouse architecture excels at mixed analytics, ML, and large-scale data engineering.
- GLM-5.3 (#4) Lakehouse leader excelling at large-scale, ML, and streaming workloads.
- Qwen 3.8 Flash (#7) Dominant lakehouse; strong SQL warehouse plus AI workloads.
- Mistral Large 4 (#8) Unified lakehouse architecture excels for data engineering and ML workloads.
|
| 8 |
ClickHouse |
|
10/10 |
7 | 8 | 6 | 8 | 8 | 8 | 5 | 7 | 7 | 6 |
- Kimi K3 (#5) Blazing fast real-time OLAP at scale, increasingly popular for user-facing analytics.
- Gemini 4 Argon (#6) Blistering speed and compression for real-time analytics, observability, and massive time-series workloads.
- Nemotron 3 Ultra (#6) Sub-second analytics, columnar compression
- Claude Haiku 5.5 (#7) Exceptionally fast columnar engine for real-time analytics at low cost.
- MiniMax M3 (#7) Blazing-fast columnar analytics, ideal for real-time OLAP.
- Mistral Large 4 (#7) Open-source powerhouse with unmatched real-time ingestion and query performance.
- GPT-6 Luna (#8) Very fast analytical queries and efficient performance for real-time, high-volume workloads.
- Qwen 3.8 Flash (#8) Exceptional real-time performance on high-volume queries.
- DeepSeek V4 Pro (#8) Open-source columnar speed demon, ideal for real-time analytics and event data.
- GLM-5.3 (#8) Blazing-fast real-time analytics; increasingly competitive as a managed cloud.
|
| 9 |
Firebolt |
|
7/10 |
| 10 | 7 | | 5 | 6 | 10 | 8 | | 7 |
- DeepSeek V4 Pro (#5) Blazing fast queries on semi-structured data, decoupled storage-compute reinvented.
- GLM-5.3 (#6) Speed-focused warehouse winning fans with cost efficiency at scale.
- Gemini 4 Argon (#7) Engineered for sub-second analytics and high-concurrency customer-facing data applications.
- Nemotron 3 Ultra (#7) Index-heavy speed, decoupled storage/compute
- MiniMax M3 (#8) Modern cloud DW with strong query speed and decoupled compute/storage.
- GPT-6 Luna (#10) A modern cloud-native warehouse emphasizing fast interactive analytics and efficient scaling.
- Kimi K3 (#10) Exceptional low-latency query performance for demanding interactive analytics workloads.
|
| 10 |
Oracle Autonomous Data Warehouse |
|
8/10 |
9 | 6 | 10 | 10 | 7 | | | 9 | 10 | 10 |
- GPT-6 Luna (#6) Automated operations and high performance make it compelling for Oracle-centric enterprises.
- DeepSeek V4 Pro (#7) Self-tuning, strong in Oracle-heavy enterprises, solid security automation.
- Claude Haiku 5.5 (#9) Self-managing Oracle warehouse that suits existing Oracle-heavy enterprise estates.
- MiniMax M3 (#9) Self-tuning, great for Oracle-centric enterprise environments.
- Gemini 4 Argon (#10) Self-tuning, high-security warehouse that excels for heavy transactional and legacy Oracle enterprises.
- Qwen 3.8 Flash (#10) Good automation but weaker mindshare outside Oracle shops.
- Mistral Large 4 (#10) Fully self-managing with strong security and tuning for Oracle-centric enterprises.
- Nemotron 3 Ultra (#10) Self-driving operations, Exadata performance
|
| 11 |
Teradata |
|
6/10 |
6 | 7 | | | | 10 | 9 | | 9 | 8 |
- Claude Haiku 5.5 (#6) Long-established enterprise warehouse with strong workload management for complex queries.
- GPT-6 Luna (#7) Robust performance and workload management for complex, large-scale enterprise analytics.
- Nemotron 3 Ultra (#8) Enterprise MPP heritage, multi-cloud deployment
- Kimi K3 (#9) Proven enterprise-scale performance and workload management for large regulated organizations.
- Mistral Large 4 (#9) Proven enterprise-grade performance for massive, complex analytical workloads.
- GLM-5.3 (#10) Battle-tested enterprise warehouse still strong for complex, governed analytics.
|
| 12 |
IBM Db2 Warehouse |
|
2/10 |
| 9 | | | 9 | | | | | |
- GPT-6 Luna (#9) Enterprise-grade analytics with hybrid-cloud flexibility and established governance capabilities.
- DeepSeek V4 Pro (#9) Mature optimizer, strong on-premises cloud hybrid, solid workload management.
|
| 13 |
MotherDuck |
|
2/10 |
| | 9 | | | | | | | 9 |
- Gemini 4 Argon (#9) Brings DuckDB's brilliant hybrid local-and-cloud execution to small and medium-sized analytical workloads.
- Nemotron 3 Ultra (#9) DuckDB cloud, zero-ops, local-first hybrid
|
| 14 |
Vertica |
|
1/10 |
8 | | | | | | | | | |
- Claude Haiku 5.5 (#8) High-performance analytics engine with strong support for large, complex datasets.
|
| 15 |
PostgreSQL |
|
1/10 |
| | | 9 | | | | | | |
- Qwen 3.8 Flash (#9) Versatile open source base for many cloud DW services.
|