When performing a comprehensive ecommerce SEO audit, you should assess factors such as site structure, URLs, metadata, keyword usage, content quality, internal and external linking, mobile optimization, site speed, and overall user experience. By thoroughly evaluating these areas, it is possible to identify any SEO issues to make the necessary improvements for better search engine visibility.