Databricks combines data engineering, analytics, and machine learning in one lakehouse platform built on Apache Spark and Delta Lake, so teams process large datasets and train models without shuffling data between separate systems. It's one of the most valuable private AI infrastructure companies around, and it works across AWS, Azure, and GCP rather than locking teams into a single cloud.
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