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Model versioning, lineage, and packaging : Can you version and reproduce models and experiments? Can you see the complete model lineage with data/models/experiments used downstream? You can define expectations about data quality, track data drift, and monitor changes in data distributions over time.
If you will ask data professionals about what is the most challenging part of their day to day work, you will likely discover their concerns around managing different aspects of data before they get to graduate to the datamodeling stage. How frequently you would require to transfer the data is also of key interest.
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