How do you get real factory data for a simulation study?

I want to build a discrete-event simulation around a real production line, but the companies I approach are reluctant to share detailed process times and downtime records.

I understand the commercial sensitivity, but anonymised or scaled data would still help.

How have others in manufacturing research negotiated access to plant data, and what did you offer in return?