*rubs chin* ground water... for me, i have to worry about "frost heave" ground can change from 0 to 3 inches easily in some areas on this farm. some larger sliding doors hang freely in summer by a 1" or more, and ground heaves (freezes in winter) and land locks the doors shut, with a paper thin sheet of ice.
i need to re-look it up, been a while, i want to say frost depth for me is 3.5 or 4 feet deep.
see attach picture

A = all water runs into the shed (no good)
B = little ditch maybe even a french drain, and some surface drains = water still getting under wall of shed
C = alright good, ground water that soaks in, is now starting to move away from the shed and no longer under it.
D = moving ground water even further away from shed possibly. i am showing a french drain up against the wall. to help drain area of water. ((fresh fill dirt going back in, it will take some time to settle / compact itself. and until then ground water going to move into the area.
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soils are different all over the place, some drain better than others.
percolation test = digging a hole, pour in say 5 gallon bucket of water, and timing things at a set amount of minutes and see how far it drains down, and how long it takes to fully drain out.... to be honest i don't know the numbers to tell ya good or bad. a backhoe or excavator = easy dug hole at x depth, or a PHD (3pt hitch post hole digger). good draining soil = excellent cheaper smaller septic fields. vs soil that takes a long time to drain = larger more expensive septic fields. is about all i know of it.
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while you may think you are dealing with a lot of "run off surface water" what does soak in as it runs down the hill. that soaked in water in the ground is going to also slowly soak it's way down towards your shed. how well it drains to lower depths of the ground, and removes it from the frost depth for your area.. *shrug* not a clue. your local companies would know much better, that work your area as a day job dealing with dirt / construction.
when frost heave hits your shed floor, it will hit it unevenly, causing it to crack in places. more so if you have not done correct compaction of the soil.
take pictures with a grain of salt, more of attempting to get concept across, more than anything. and in that further away you can divert water from shed the better. trying to collect and divert it right up against shed :/ gets ugly.