A military or police marksman who shoots from a concealed position. The term is neutral and technical.
A sniper was hiding on the rooftop of the building.
Compound of 狙撃 (sniping) + 手 (person). The exact historical derivation is uncertain, but the word follows a common pattern for naming specialists.