Our departments use different data: how can I centralize it?

You need to define a single source for each piece of information. We map which departments create customers, orders, costs, or documents, identify duplicates, and decide who owns the data. A central database or integrations between systems can then distribute the same information to everyone without keeping conflicting copies.