Which ecommerce metrics actually warn you before sales drop

Sales usually drop after the problem has already been building for a while. I try to watch the smaller signals first: add-to-cart rate, refund reasons, stock days, ad spend by SKU, and repeat customer behavior. The tricky part is not having more dashboards. It is knowing which number is worth acting on. A low conversion rate means something different when inventory is tight than when reviews…