Correct. It really depends on how the business want do set things up. No one size fits all. Really all boils down to how the technology, data science, and finance teams want to solve the problem.
Ideally, if you can start over from scratch, it’s nice to have one generic data lake, then just run queries to tell you how a specific retail platform or location is performing.