We demonstrate that the late time oscillatory tails of massive gravitons, present in both massive theories of gravity and effectively in extra -dimensional scenarios, could potentially contribute to gravitational waves with very long wavelengths. However, their impact on recent pulsar timing array observations might be relatively small, predominantly consisting of radiation emitted by black holes in our region of the Milky Way.