Lessons from Germany on digitising manufacturing processes. Easier in a Greenfield site, harder on an existing brownfield site. Typically, transformation will be a mix of both.

Key lesson is the need to eliminate errors in data- don't just replicate old processes but take the change to innovate for the future.

Old industrial reporting systems will invariably spawn errors. Don't repeat the errors

Start with the customer and work backwards.