“Fledern” is not actually a German word (in any kind of common usage at least). A literal translation of flying would be “fliegen”.
Apparently the word fledermaus originates 1200 years ago and is derived from “flattern” (to flutter).
Apparently the word fledermaus originates 1200 years ago and is derived from “flattern” (to flutter).