I used to work for a small start-up and the CTO was very strict on data access, making my life as feature developer and "data scientist wanna be" almost impossible.
He, on the other hand, had not only access to all data but also used the product as a consumer (which didn't make sense for ICs so we ended just playing with sales demo accounts). I ended leaving the company because of that.