In this paper, we compute the higher derivative amplitudes arising from shift
symmetric-invariant actions for both the non-linear sigma model and the special
galileon symmetries, and provide explicit expressions for their Lagrangians. We
find that, beyond leading order, the equivalence between shift symmetries,
enhanced soft limits, and compatibility with the double copy procedure breaks
down. In particular, we study whether the dimensionless coefficients of these
effective field theories can be fixed in such a way that the arising amplitudes
are compatible with the double copy procedure. We find that this can be
achieved for the even-point amplitudes, but not for the odd ones. These results
imply that not all operators invariant under the shift symmetries under
consideration are compatible with the double copy. Conversely, not all
amplitudes that satisfy the Kleiss-Kuijf (KK) and Bern-Carrasco-Johansson (BCJ)
relations are compatible with the non-linear sigma model symmetries. We also
find higher derivative corrections to the special galileon that can spoil the
expected soft limit of its scattering amplitudes despite being compatible with
all the symmetries.