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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

  1. 1RDS+
  2. 1Aurora+
  3. 1DynamoDB+
  4. 1Redshift+
  5. 1DocumentDB+
?

glm-4.7

  1. 5MongoDB Atlas+
  2. 2AlloyDB+
  3. 3Autonomous Database+
  4. 4Amazon RDS+
  5. 5Amazon Aurora+
?

claude-opus-4.5

  1. 9CockroachDB+
  2. 2Autonomous Database+
  3. 3Cloud Spanner+
  4. 4Cosmos DB+
  5. 5BigQuery+
D

DeepSeek V3

  1. 7MongoDB Atlas+
  2. 2Amazon RDS+
  3. 3Amazon Aurora+
  4. 4Amazon DynamoDB+
  5. 5Amazon Redshift+
?

mistral-large-2512

  1. 1Amazon DynamoDB+
  2. 1Amazon Aurora+
  3. 2Azure Synapse Analytics+
  4. 2Azure Cosmos DB+
  5. 3Google Cloud Spanner+
G

Gemini 2.5 Pro

  1. 1Amazon Redshift+
  2. 2Amazon DynamoDB+
  3. 3Amazon Aurora+
  4. 4Amazon RDS+
  5. 5Azure SQL Database+
?

llama-3.3-70b-instruct:free

  1. 1Amazon Aurora+
  2. 2Amazon DynamoDB+
  3. 3Azure Cosmos DB+
  4. 4Azure SQL Database+
  5. 5Google Cloud SQL+
G

Gemini 2.5 Flash

  1. 1Autonomous Database+
  2. 2Cloud Spanner+
  3. 3BigQuery+
  4. 4Cosmos DB+
  5. 5Azure SQL Database+
?

gpt-5.1

  1. 1Amazon DynamoDB+
  2. 1Amazon Redshift+
  3. 1Amazon Aurora+
  4. 1Amazon RDS+
  5. 2Azure SQL Database+
?

gpt-4o-mini

  1. 1DynamoDB+
  2. 1Amazon RDS+
  3. 2Azure Cosmos DB+
  4. 2Azure SQL Database+
  5. 3Cloud SQL+

Complete Rankings

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