Consistency checks verify that the data respect logical rules: dates in order (delivery after order), values within plausible ranges, totals equal to the sum of the lines, existing foreign keys. They detect errors that descriptive statistics do not reveal.
Example
assert (df["date_livraison"] >= df["date_commande"]).all()