Paid traffic is expensive.
Guessing is not an option.
If you are running paid ads, every design decision has a cost.
Product Page structure. Upsell placement. Cart drawer.
Most Shopify stores still make these decisions based on taste, opinions, or whatever their designer prefers.
That works until you start spending real money on ads.
Once traffic costs real money, "looks good" stops being good enough.