Vitellogenin (Vg), a storage protein, has been significantly studied for its egg yolk precursor role in oviparous animals. Recent studies found that vitellogenin and its Vg‐like homologs were fundamentally involved in many other biological processes in social insects such as female caste differences and oxidative stress resilience. In this study, we conducted the first large‐scale molecular evolutionary analyses of vitellogenin coding genes (
Vg
) and
Vg‐like
genes of bumble bees, a primitively eusocial insect belonging to the genus Bombus. We obtained sequences for each of the four genes (
Vg
,
Vg‐like‐A
,
Vg‐like‐B
, and
Vg‐like‐C
) from 27 bumble bee genomes (nine were newly sequenced in this study), and sequences from the two closest clades of
Bombus
, including five
Apis
species and five
Tetragonula species
. Our molecular evolutionary analyses show that in bumble bee, the conventional
Vg
experienced strong positive selection, while the
Vg‐like
genes showed overall relaxation of purifying selection. In
Apis
and
Tetragonula;
however, all four genes were found under purifying selection. Furthermore, the conventional
Vg
showed signs of strong positive selection in most subgenera in
Bombus
, apart from the obligate parasitic subgenus
Psithyrus
which has no caste differentiation. Together, these results indicate that the conventional
Vg
, a key pleiotropic gene in social insects, is the most rapidly evolving copy, potentially due to its multiple known social functions for both worker and queen castes. This study shows that concerted evolution and purifying selection shaped the evolution of the
Vg
gene family following their ancient gene duplication and may be the leading forces behind the evolution of new potential protein function enabling functional social pleiotropy.