Often, people underestimate the initial data cleansing effort. It’s not just about having the right software, it’s about having accurate and consistent data to begin with. Without that foundation, even the best PIM system won’t deliver the expected results. Different departments almost always have different ways of describing the same product, and those differences need to be reconciled before anything else happens. That’s a massive undertaking in itself for larger organizations.