Felke is a surname. Notable people with the surname include:
Aloys Felke (1927–1997), German politician and furniture manufacturer Emanuel Felke (1856–1926), German Protestant pastor and naturopath Günter Felke (1929–2005), German furniture manufacturer, numismatist and patron of culture Michael Felke (1895–1977), German furniture manufacturer Petra Felke (born 1959), German track and field athlete
See also Felke Möbelwerke, German furniture factory