SQL quality checks before the notebook

The fastest way to waste model time is to trust a feature query without checks. Before the notebook opens, inspect the dataset produced by SQL.

Check row count, duplicate entity keys, missing labels, missing feature values, and label balance. These checks are not bureaucracy. They tell you whether the query created the population you think it created.