# Amazon RDS vs Google Cloud SQL: which do AI models recommend for managed databases, October 2026

IT AI Recommendation Index, October 2026 Edition, Managed relational databases. Ten of fourteen models named Amazon RDS first on the direct prompt; two named Google Cloud SQL. Page: https://it-ai-index.com/it-data/managed-relational-databases/amazon-rds-vs-google-cloud-sql/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Amazon RDS | 45% | #1 of 9 | 23% | 70 | 14 of 14 |
| Google Cloud SQL | 10% | #3 of 9 | 12% | 66 | 14 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: amazon rds first (first choices: Amazon RDS) (alternatives: Azure SQL Database)
- GPT-5.4 mini: amazon rds first (first choices: Amazon Aurora, Amazon RDS) (alternatives: Azure Database for PostgreSQL, Azure SQL Database, Google Cloud SQL)
- Perplexity Sonar: amazon rds first (first choices: Amazon RDS) (alternatives: Azure SQL Database, Google Cloud SQL)
- DeepSeek V4 Flash: amazon rds first (first choices: Amazon RDS) (alternatives: Azure SQL Database, Google Cloud SQL)
- Llama 4 Maverick: amazon rds first (first choices: Amazon Aurora, Amazon RDS) (alternatives: Ntirety, Rackspace Technology)
- Qwen 3.7 Flash: amazon rds first (first choices: Amazon RDS) (alternatives: Azure Database for SQL Server / PostgreSQL, Neon, Vercel Postgres)
- Kimi K2: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, Azure SQL Database, Google Cloud SQL, Neon)
- MiniMax M2.5: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, DigitalOcean Managed Databases, Google Cloud SQL)
- GPT-6 Luna: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, Azure Database for PostgreSQL, Google Cloud SQL)
- Muse Glimmer 30B: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, Azure SQL Database, Google Cloud SQL)
- Grok 4.20: google cloud sql first (first choices: Google Cloud SQL) (alternatives: Aiven, Amazon RDS, Azure SQL Database, DigitalOcean Managed Databases)
- GLM 4.7 FlashX: google cloud sql first (first choices: Google Cloud SQL) (alternatives: Amazon RDS, Azure Database)
- Mistral Small: neither first, one named (first choices: Amazon Aurora) (alternatives: Azure SQL Database, Google Cloud SQL)
- Gemini 3.5 Flash: neither named (first choices: Amazon Aurora) (alternatives: Aiven, AlloyDB for PostgreSQL, Azure SQL Database, Neon)

## What the models said about Amazon RDS

- "Some models explicitly recommend avoiding RDS for production core systems unless absolutely necessary." (Mistral Small, negative prompt, hard negative)
- "are cautious with AWS RDS SQL Server for point-in-time restore expectations and with any RDS engine for globally distributed strong-consistency writes" (Muse Glimmer 30B, negative prompt, soft negative)
- "It is widely used and legitimate, but multiple sources note that it can carry premium instance pricing, hidden ancillary costs" (Perplexity Sonar, negative prompt, soft negative)
- "Amazon RDS, for example, supports MySQL, PostgreSQL, MariaDB, SQL Server, Oracle, and Amazon Aurora, and automates provisioning, patching, backups, and failover." (Llama 4 Maverick, comparative prompt, first choice)
- "Pick AWS RDS/Aurora for broadest engine breadth and ecosystem maturity, and for cloud-native Aurora performance with MySQL/PostgreSQL compatibility." (Muse Glimmer 30B, comparative prompt, first choice)
- "The top managed relational database services are Amazon RDS, Google Cloud SQL, Azure SQL Database, and Oracle Autonomous Database" (Perplexity Sonar, comparative prompt, first choice)

## What the models said about Google Cloud SQL

- "extended support is paid, and Cloud SQL automatically enrolls EOL-version instances. Check the exact engine version and upgrade dates before committing." (GPT-6 Luna, negative prompt, soft negative)
- "it has the same class of cautions as other DBaaS offerings: you should check pricing, scaling model, maintenance control..." (Perplexity Sonar, negative prompt, soft negative)
- "Less ideal for global/multi-region strong consistency writes.<br>- Scaling not as elastic for extreme loads." (Grok 4.20, negative prompt, soft negative)
- "I'd recommend considering Amazon RDS (Relational Database Service) or Google Cloud SQL as your primary options" (GLM 4.7 FlashX, paraphrase prompt, first choice)
- "The top managed relational database services are Amazon RDS, Google Cloud SQL, Azure SQL Database" (Perplexity Sonar, comparative prompt, first choice)
- "Amazon RDS or Google Cloud SQL offer the best balance of features, scalability, and reliability" (Claude Haiku 4.5, paraphrase prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.