Catalyzes the oxidation of fluoroacetaldehyde to fluoroacetate. Has high affinity for fluoroacetate and glycolaldehyde but not for acetaldehyde. fluoroacetaldehyde + H2O + NAD(+) = fluoroacetate + 2 H(+) + NADH Homotetramer. Belongs to the aldehyde dehydrogenase family.