This is something we run into as well. We have some brands/products that are heavily influenced by seasonality (outdoor gear) and other products that are not influenced at all, or just a tiny bit.

Ideally we'd see the seasonality value adjustable for specific products, but an 'ignore seasonality for this product' switch could also work.