Extract Multi-Values to points is a very useful tool, and I use it often. Make sure the raster datasets and the feature shp file conform to the same coordinate sys. The points might display correctly on the rasters in the DataFrame due to the on-the-fly projection, but it is important that the coordinate sys is consistent across the stack and match to that of the point feature layer.
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