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No, thickness does not matter, I use Kangaroo leather some times, that is very thin and also have some Latigo that is almost a ¼ inch thick. They all perform similar.

Tanning can make a difference...

Does not really matter especially when starting out and stropping skill is way more important than how the leather was tanned.

Any smooth leather will work, it use on a paddle thickness does not...