Scaling an ecommerce catalog creates duplicate paths, thin pages and crawl waste unless SEO rules are part of the product model. Category depth, canonical logic, filters, tags and metadata fallbacks should be defined before thousands of products are published.
The best systems make correct SEO behavior the default and reserve manual overrides for high-value pages.