Fifteen years ago went to a plumbing supply wholesaler, I was running 150 foot, they recommended Black poly I believe with a red stripe. There are many grades of poly some use compression fittings while others use hose clamps. The home stores sell the thinner wall stuff, not to my liking as I have experienced failures, splitting Etc.
I used black poly in my dairy barn, the cows treated them badly and they held up well unless I used the thin wall stuff.
If distance from the source pump to your shop is quite far you may experience pressure drops, the solution is to use larger diameter poly.
In the end, use what you get easily without any underground joints, poly or pex. they both will do the job. Just at what price?