Born in Vienna, Gustav Feith was known as a watercolorist and graphic artist and became well-known for his pieces of flowers.
Feith trained both with an apprenticeship as a lithographer with Ferdinand Pamberger (Austrian painter, 1873-1956) and also as a painting student with Josef Hasselwander (Austrian painter, 1812-1878).
Feith also worked as a draftsman in the Vienna Graphic Arts Institute.