When conducting a comprehensive ecommerce SEO audit, you should assess factors like 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, you are able to identify any SEO issues making the necessary improvements for better search engine visibility.