Benchmark: AWS SageMaker vs. Vertex AI 2.0 vs. Azure Machine Learning for Model Training Cloud-based machine learning platforms have become the backbone of enterprise AI workflows, with AWS SageMaker, Google Cloud’s Vertex AI 2.0, and Azure Machine Learning (Azure ML) leading the market. This technical benchmark evaluates all three platforms across training speed, cost efficiency, and developer experience for common model training workloads. Benchmark Methodology We standardized test conditions to ensure fair comparison: all tests ran in US-East (N. Virginia) regions for AWS and Azure, and US-Central1 for Google Cloud. We used managed training instances with comparable GPU configurations: NVIDIA T4 (entry-level), A10G (mid-tier), and A100 (high-performance) for all platforms.…