We tried different cross validation strategies with your usual gradient boosted decision trees (XGBoost, LightGBM and CatBoost), and it didn't work quite well (at least for us). We had to rethink the entire approach and instead focused on multi-variate time series forecasting. I'm confident we'll be able to share our approach before the end of the week.