The visual mapping engine is what sold me. We manage product feeds for several e-commerce clients, and IronFeed has turned what used to be a daily firefight—broken titles, missing GTINs, category mismatches—into something that mostly runs itself. I can take a messy Shopify export and have it Google Shopping- and Meta-ready in minutes, without touching a CSV or having to ping a developer. The free feed audit is also a great door-opener: you paste a feed URL and get a genuine data-quality report in under a minute. And whenever I’ve needed support, I’ve gotten clear answers from people who actually understand feeds, not someone reading from a script.