Sitting in the data science seat, downstream from the application development and trying to gain insights on production data, I completely second this approach.

Sitting in the data science seat, downstream from the application development and trying to gain insights on production data, I completely second this approach. It just gives you more to go on and more ways to validate whether something unexpected is going on.