This isn't new.
It depends on the state.
Chances are, if you have an Apple Store, or Apple corporate office located in your state, you will also have to pay sales tax on online purchases (however this isn't the case for some states).
Not so. While Apple charges sales tax in NYS for purchases, they do not charge sales tax for iTMS downloads. They did at the beginning but it stopped.