Databricks' decade-long MLOps buildout vs. Snowflake's AI/ML lag, in one thread

hu_yifei · x · 2026-10-29

huyifei traces Databricks' MLOps/MLSys accumulation: MLflow (2018, MLOps for classic ML), Cortex (2022, MLOps for deep learning), and Mosaic (2023). Snowflake, by contrast, has always trailed in AI/ML systems, staying strong mainly in BI friendliness for non-technical users.

Hanchung Lee adds that Mosaic did substantial image-model training optimization before ChatGPT, with an early Oracle Cloud GPU collaboration in late 2022/early 2023.

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