What is the white, chalky, gritty, sandy, residue or film that I see on my dishes?

If you live in an area with hard water, it means your water naturally has minerals dissolved in it (usually calcium and magnesium).
These minerals are not dangerous, but they can make your dishes look dirty.
If you wonder about your water, see the US map that shows regions of water hardness.