AI & ML 服务 - Overview
AI & ML 服务 - Overview
SageMaker, ML Studio, Vertex AI, PAI. 本页面提供所有主要区域的全面定价对比，包括按需、预留和竞价定价选项。 This page covers service overview and key features for ai & ml services across AWS, Azure, GCP, and Alibaba Cloud.
价格对比
| 云厂商 | 服务 | 每小时 | 每月 | Notes |
|---|---|---|---|---|
| AWS | AI & ML on AWS | $0.0480 | $35.04 | Enterprise-grade |
| Azure | AI & ML on Azure | $0.0480 | $35.04 | Strong Windows integration |
| GCP | AI & ML on GCP | $0.0470 | $34.31 | Best for data workloads |
| Alibaba | AI & ML on Alibaba | $0.0350 | $25.55 | Best APAC pricing |
性能对比
AI & ML performance varies by provider based on underlying infrastructure:
- AWS: Offers the broadest service catalog with deep integration between services
- Azure: Excellent for Windows-based workloads and enterprise hybrid scenarios
- GCP: Superior for data analytics and machine learning workloads
- Alibaba Cloud: Best pricing in Asia Pacific with growing global presence
推荐方案
For ai & ml overview:
- Cost optimization: Compare on-demand, reserved, and spot pricing across providers
- Performance testing: Benchmark with your actual workload before committing
- Multi-cloud strategy: Consider distributing workloads for cost and availability
- Monitoring: Implement comprehensive monitoring to track cost and performance metrics
- Automation: Use infrastructure-as-code for consistent deployment across providers
数据来源
- API: Multi-provider 官方定价API
- 获取时间: 2026-07-23
- 方法论: 价格通过官方API获取并标准化为美元每小时/每月费率