
Databricks vs SageMaker: Which Fits Your ML Stack in 2026?
TL;DR Choose Databricks if most of your effort goes into preparing data before any model is trained. Choose Amazon SageMaker AI if your data already sits in AWS and your team mainly builds models. Both platforms can train, track and serve machine learning models. Databricks runs on AWS, Azure and Google Cloud, and SageMaker runs only on AWS. In December








