Google Vertex AI is Google Cloud's unified AI and machine learning platform that centralizes the entire model lifecycle—from data preparation to deployment and monitoring—with native integration to services such as BigQuery and Dataproc. Its greatest strength is combining scalability, advanced MLOps, and support for both AutoML and generative models, which accelerates data science and advanced analytics projects.

Looker, Google's main Business Intelligence tool, integrates a flexible semantic layer based on LookML to model data directly in the database. It allows connection to multiple sources, facilitating the creation of interactive dashboards and customized reports. In addition, it optimizes governance and metrics consistency, promoting collaborative and self-service analysis in real time...

Amazon SageMaker is a machine learning solution that enables data scientists and developers to build, train, and deploy machine learning models. It supports batch and online learning and comes with pre-built algorithms for common use cases.