A simple test that separates the two
Compare like with like. Take one proven source, or one warm audience such as email or retargeting, and look at its conversion over time and across landing pages. If proven traffic still converts on one page but not on another, the page is the difference. If proven traffic stopped converting everywhere after a store change, the change is the difference. If no traffic converts on any page, the store journey needs the full check, from product page to checkout to mobile.
You can also compare landing pages for the same campaign. When the same ad sends visitors to a dedicated landing page and to a generic product page, and the landing page converts better, the lesson is about match and focus, not about the product or the audience. Keep the comparison clean: same period, same campaign, same offer, different page. Mixed comparisons prove nothing, and clean ones often settle the argument in one table.