Same issues, gravel driveway and excessive shear pin breakage. I eliminated them and use bolts with nylon lockwasher nuts. The bolts will still shear if needed but not as frequently and they are much cheaper and easier to replace.
Craftsman Replacement Snow Thrower Shear Pins is not recommended by Poconosnow