You aren’t checking trends with the real test data, but with validation data. And to mimic real life, your validation data should be from a time period different than train data. Say, first 1 month for train, next 10 days for validation. A feature not holding trend between these two is very likely to not hold trend consistently across different comparisons including your real test data.