I've had someone in a team implement feature engineering using tsfresh. It lead to a malignantly under-performing, complicated heap of spaghetti that was a nightmare to get into production. Weird API, slow code, little added value over simple features found in a day of manual exploration.

Person doing the implementation wasn't a rock star coder so we couldn't fix the performance and complexity issues in time; it was left it out of the releas. Maybe with more expertise, tsfresh can add value. The experience was pretty off-putting for me, all in all. Maybe others have different experiences?