- It takes a lot of time. (model selection x HPO x test/validation)

- The most important part of a data project is data preparation/feature engineering, modeling is somehow the simplest part.

- IMO it takes much longer to use a visual interface than scripting.

check SHAP values.

https://shap.readthedocs.io/en/latest/index.html

https://towardsdatascience.com/shap-explained-the-way-i-wish-someone-explained-it-to-me-ab81cc69ef30

if you dont have a column like "product family" try to extract this information from the name/description, for example transform anything like phone, smartphone, iphone ...etc to "phone" and drop the name/description