In the framework of the QCD light-cone sum rules (LCSRs) we present the analysis of all and form factors ( and ) by including corrections in the leading (up to the twist-four) and next-to-leading order (up to the twist-three) in QCD, and two-gluon contributions to the form factors at the leading twist. The SU(3)-flavour breaking corrections and the axial anomaly contributions to the distribution amplitudes are also consistently taken into account. The complete results for the and form factors of $B,B_s \to \eta^{(\prime)}D, D_{s} \to \eta^{(\prime)}$ relevant for processes like or $B_{s} \to \eta^{(\prime)} l^+ l^-$ are given for the first time, as well as the two-gluon contribution to the tensor form factors. The values obtained for the form factors are as follows: , $|f^+{B_s\eta}(0)|= 0.212^{+0.015}{-0.013}f^+{B\eta^\prime}(0)= 0.130^{+0.036}{-0.032}f^+{B_s\eta^\prime}(0)= 0.252^{+0.023}{-0.020}f^+{D\eta}(0)= 0.429^{+0.165}{-0.141}|f^+{D_s\eta}(0)|= 0.495^{+0.030}{-0.029}f^+{D\eta^\prime}(0)= 0.292^{+0.113}{-0.104}f^+{D_s\eta^\prime}(0)= 0.558^{+0.047}{-0.045}B, B_{s}\to \eta^{(\prime)}D, D_{s}\to \eta^{(\prime)}$ decay modes are given.

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