Best Cloud Database Management Software
What 10 leading AI models recommend
Top Recommendations
#1
Microsoft Azure
Mentioned by
10/10
models
Average rank: 2.0
Gemini FGemini Pclaude-sonnet-4.5+7 more
#2
Amazon Web Services
Mentioned by
8/10
models
Average rank: 1.0
Gemini Pclaude-sonnet-4.5claude-opus-4.5+5 more
#3
MongoDB Atlas
Mentioned by
8/10
models
Average rank: 5.6
Gemini Fclaude-sonnet-4.5claude-opus-4.5+5 more
#4
Azure SQL Database
Mentioned by
7/10
models
Average rank: 2.0
Gemini FGemini Pclaude-sonnet-4.5+4 more
#5
BigQuery
Mentioned by
7/10
models
Average rank: 3.0
Gemini Fclaude-sonnet-4.5claude-opus-4.5+4 more
#6
Google Cloud Platform
Mentioned by
7/10
models
Average rank: 3.0
claude-sonnet-4.5claude-opus-4.5gpt-4o-mini+4 more
What Each AI Model Says
?
claude-sonnet-4.5
- 1RDS+
- 1Aurora+
- 1DynamoDB+
- 1Redshift+
- 1DocumentDB+
?
glm-4.7
- 5MongoDB Atlas+
- 2AlloyDB+
- 3Autonomous Database+
- 4Amazon RDS+
- 5Amazon Aurora+
?
claude-opus-4.5
- 9CockroachDB+
- 2Autonomous Database+
- 3Cloud Spanner+
- 4Cosmos DB+
- 5BigQuery+
D
DeepSeek V3
- 7MongoDB Atlas+
- 2Amazon RDS+
- 3Amazon Aurora+
- 4Amazon DynamoDB+
- 5Amazon Redshift+
?
mistral-large-2512
- 1Amazon DynamoDB+
- 1Amazon Aurora+
- 2Azure Synapse Analytics+
- 2Azure Cosmos DB+
- 3Google Cloud Spanner+
G
Gemini 2.5 Pro
- 1Amazon Redshift+
- 2Amazon DynamoDB+
- 3Amazon Aurora+
- 4Amazon RDS+
- 5Azure SQL Database+
?
llama-3.3-70b-instruct:free
- 1Amazon Aurora+
- 2Amazon DynamoDB+
- 3Azure Cosmos DB+
- 4Azure SQL Database+
- 5Google Cloud SQL+
G
Gemini 2.5 Flash
- 1Autonomous Database+
- 2Cloud Spanner+
- 3BigQuery+
- 4Cosmos DB+
- 5Azure SQL Database+
?
gpt-5.1
- 1Amazon DynamoDB+
- 1Amazon Redshift+
- 1Amazon Aurora+
- 1Amazon RDS+
- 2Azure SQL Database+
?
gpt-4o-mini
- 1DynamoDB+
- 1Amazon RDS+
- 2Azure Cosmos DB+
- 2Azure SQL Database+
- 3Cloud SQL+
Complete Rankings
| Rank | Product/Company | Models Mentioning | Avg. Rank | Mentioned By |
|---|---|---|---|---|
| 1 | Microsoft Azure | 10/10 | 2.0 | Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7 |
| 2 | Amazon Web Services | 8/10 | 1.0 | Gemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freeDeepSeekglm-4.7 |
| 3 | MongoDB Atlas | 8/10 | 5.6 | Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7 |
| 4 | Azure SQL Database | 7/10 | 2.0 | Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:free |
| 5 | BigQuery | 7/10 | 3.0 | Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1DeepSeekglm-4.7 |
| 6 | Google Cloud Platform | 7/10 | 3.0 | claude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freeDeepSeekglm-4.7 |
| 7 | Amazon Aurora | 6/10 | 1.0 | Gemini Pgpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7 |
| 8 | Snowflake | 6/10 | 5.7 | claude-sonnet-4.5claude-opus-4.5gpt-5.1mistral-large-2512DeepSeekglm-4.7 |
| 9 | DynamoDB | 5/10 | 1.0 | Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-miniglm-4.7 |
| 10 | Amazon RDS | 5/10 | 1.0 | Gemini Pgpt-4o-minigpt-5.1DeepSeekglm-4.7 |
| 11 | Amazon DynamoDB | 5/10 | 1.0 | Gemini Pgpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeek |
| 12 | Azure Cosmos DB | 5/10 | 2.0 | gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeek |
| 13 | Cloud Spanner | 5/10 | 3.0 | Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-5.1DeepSeek |
| 14 | Oracle Autonomous Database | 5/10 | 4.0 | gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeek |
| 15 | Cosmos DB | 4/10 | 2.0 | Gemini Fclaude-sonnet-4.5claude-opus-4.5glm-4.7 |
| 16 | Autonomous Database | 4/10 | 4.0 | Gemini Fclaude-sonnet-4.5claude-opus-4.5glm-4.7 |
| 17 | Oracle Cloud | 4/10 | 4.0 | claude-sonnet-4.5gpt-4o-minillama-3.3-70b-instruct:freemistral-large-2512 |
| 18 | IBM Cloud | 4/10 | 5.5 | gpt-4o-minillama-3.3-70b-instruct:freemistral-large-2512DeepSeek |
| 19 | Aurora | 3/10 | 1.0 | Gemini Fclaude-sonnet-4.5claude-opus-4.5 |
| 20 | Complexity | 3/10 | 1.0 | Gemini Fgpt-5.1glm-4.7 |
| 21 | Amazon Redshift | 3/10 | 1.0 | Gemini Pgpt-5.1DeepSeek |
| 22 | Oracle Cloud Infrastructure | 3/10 | 4.0 | claude-opus-4.5gpt-5.1DeepSeek |
| 23 | Cost | 3/10 | - | Gemini Fgpt-4o-miniglm-4.7 |
| 24 | Redshift | 2/10 | 1.0 | claude-sonnet-4.5claude-opus-4.5 |
| 25 | RDS | 2/10 | 1.0 | Gemini Fclaude-sonnet-4.5 |
| 26 | Amazon Web Services (AWS) | 2/10 | 1.0 | Gemini Fmistral-large-2512 |
| 27 | Azure Arc | 2/10 | 2.0 | Gemini Pclaude-sonnet-4.5 |
| 28 | Azure Synapse Analytics | 2/10 | 2.0 | mistral-large-2512DeepSeek |
| 29 | Google Cloud Platform (GCP) | 2/10 | 3.0 | Gemini Fmistral-large-2512 |
| 30 | Cloud Bigtable | 2/10 | 3.0 | gpt-5.1llama-3.3-70b-instruct:free |
| 31 | MySQL HeatWave | 2/10 | 4.0 | claude-sonnet-4.5gpt-5.1 |
| 32 | Scalability | 2/10 | - | gpt-4o-minillama-3.3-70b-instruct:free |
| 33 | Vendor lock-in | 1/10 | 1.0 | mistral-large-2512 |
| 34 | Broadest database portfolio | 1/10 | 1.0 | mistral-large-2512 |
| 35 | Breadth of choice | 1/10 | 1.0 | gpt-5.1 |
| 36 | DocumentDB | 1/10 | 1.0 | claude-sonnet-4.5 |
| 37 | Azure Synapse | 1/10 | 2.0 | gpt-5.1 |
| 38 | Best for Microsoft-centric enterprises | 1/10 | 2.0 | mistral-large-2512 |
| 39 | Deep enterprise and Microsoft stack integration | 1/10 | 2.0 | gpt-5.1 |
| 40 | Portal and ops complexity | 1/10 | 2.0 | gpt-5.1 |
| 41 | Google BigQuery | 1/10 | 3.0 | mistral-large-2512 |
| 42 | Smaller enterprise footprint | 1/10 | 3.0 | gpt-5.1 |
| 43 | Best for AI/ML & analytics | 1/10 | 3.0 | mistral-large-2512 |
| 44 | Cloud SQL | 1/10 | 3.0 | gpt-4o-mini |
| 45 | Firestore | 1/10 | 3.0 | gpt-4o-mini |
| 46 | Analytics powerhouse | 1/10 | 3.0 | gpt-5.1 |
| 47 | Google Cloud Spanner | 1/10 | 3.0 | mistral-large-2512 |
| 48 | Google Firestore | 1/10 | 3.0 | mistral-large-2512 |
| 49 | Oracle | 1/10 | 4.0 | glm-4.7 |
| 50 | Cost and licensing complexity | 1/10 | 4.0 | gpt-5.1 |
| 51 | Oracle Cloud Infrastructure (OCI) | 1/10 | 4.0 | Gemini F |
| 52 | Mission-critical OLTP and mixed workloads | 1/10 | 4.0 | gpt-5.1 |
| 53 | Cloudant | 1/10 | 5.0 | gpt-4o-mini |
| 54 | Not an operational database | 1/10 | 5.0 | gpt-5.1 |
| 55 | Separates storage & compute | 1/10 | 5.0 | mistral-large-2512 |
| 56 | IBM Db2 | 1/10 | 5.0 | gpt-4o-mini |
| 57 | Simplicity and performance for analytics | 1/10 | 5.0 | gpt-5.1 |
| 58 | Complex relational queries | 1/10 | 6.0 | gpt-5.1 |
| 59 | Developer productivity | 1/10 | 6.0 | gpt-5.1 |
| 60 | Zero-copy data sharing | 1/10 | 6.0 | claude-sonnet-4.5 |
| 61 | Unified data + AI | 1/10 | 7.0 | gpt-5.1 |
| 62 | IBM Cloud Databases | 1/10 | 7.0 | claude-sonnet-4.5 |
| 63 | Db2 on Cloud | 1/10 | 7.0 | claude-sonnet-4.5 |
| 64 | Alibaba Cloud | 1/10 | 7.0 | llama-3.3-70b-instruct:free |
| 65 | Not an operational OLTP system | 1/10 | 7.0 | gpt-5.1 |
| 66 | Databricks | 1/10 | 7.0 | gpt-5.1 |
| 67 | Hybrid and mainframe integration | 1/10 | 8.0 | gpt-5.1 |
| 68 | IBM Db2 on Cloud | 1/10 | 8.0 | gpt-5.1 |
| 69 | IBM | 1/10 | 8.0 | gpt-5.1 |
| 70 | CockroachDB | 1/10 | 9.0 | claude-opus-4.5 |
| 71 | Hybrid Cloud Capabilities | 1/10 | - | gpt-4o-mini |
| 72 | Limited Database Options | 1/10 | - | gpt-4o-mini |
| 73 | Cost Management | 1/10 | - | gpt-4o-mini |
| 74 | Multi-Model Support | 1/10 | - | gpt-4o-mini |
| 75 | Complex Pricing Model | 1/10 | - | gpt-4o-mini |
| 76 | Separation of storage and compute | 1/10 | - | claude-opus-4.5 |
| 77 | Multi-cloud deployment | 1/10 | - | claude-opus-4.5 |
| 78 | Seamless hybrid integration | 1/10 | - | claude-opus-4.5 |
| 79 | Complex pricing structure | 1/10 | - | claude-opus-4.5 |
| 80 | Superior scalability and global infrastructure | 1/10 | - | claude-opus-4.5 |
| 81 | Enterprise and Hybrid Cloud Leadership | 1/10 | - | Gemini P |
| 82 | Vendor Lock-in | 1/10 | - | Gemini P |
| 83 | Complexity and Cost | 1/10 | - | Gemini P |
| 84 | Breadth of Portfolio | 1/10 | - | Gemini P |
| 85 | Multi-Cloud Support | 1/10 | - | Gemini F |
| 86 | Limited Non-Oracle Database Offerings | 1/10 | - | Gemini F |
| 87 | Smaller Market Share | 1/10 | - | Gemini F |
| 88 | Less Open-Source Native | 1/10 | - | Gemini F |
| 89 | Vendor Lock-in Concerns | 1/10 | - | Gemini F |
| 90 | Google Cloud SQL | 1/10 | - | llama-3.3-70b-instruct:free |
| 91 | IBM Cloudant | 1/10 | - | llama-3.3-70b-instruct:free |
| 92 | ApsaraDB | 1/10 | - | llama-3.3-70b-instruct:free |
| 93 | Performance | 1/10 | - | llama-3.3-70b-instruct:free |
| 94 | Security | 1/10 | - | llama-3.3-70b-instruct:free |
| 95 | Integration | 1/10 | - | llama-3.3-70b-instruct:free |
| 96 | Microsoft SQL Server | 1/10 | - | DeepSeek |
| 97 | IBM Cloud Pak for Data | 1/10 | - | DeepSeek |
| 98 | Serverless Options | 1/10 | - | glm-4.7 |
| 99 | Azure SQL | 1/10 | - | glm-4.7 |
| 100 | Enterprise Integration | 1/10 | - | glm-4.7 |
| 101 | AlloyDB | 1/10 | - | glm-4.7 |
| 102 | Data Analytics Leadership | 1/10 | - | glm-4.7 |
| 103 | Multi-Cloud | 1/10 | - | glm-4.7 |
| 104 | Data Sharing | 1/10 | - | glm-4.7 |
| 105 | Not for OLTP | 1/10 | - | glm-4.7 |
Query Posed to AI Models
"Database services delivered via the cloud that support various data models and workloads. Rank the leading vendors in the Cloud Database Management market. For each vendor, explain their key strengths and weaknesses, and which types of businesses they are best suited for."
Generated: January 2, 2026 at 05:27 AM