In this article, we consider the semiclassical Schrödinger operator
in
with a confining non-negative potential V which vanishes, and study its low-lying eigenvalues
as
. First, we state a necessary and sufficient criterion upon
for
to be bounded. When
and
, we show that the size of the eigenvalues
for potentials monotonous on both sides of 0 is given by the length of an interval
, determined by an implicit relation involving V and h. Next, we consider the case where V has a flat minimum, in the sense that it vanishes to infinite order. We provide the asymptotic of the eigenvalues: they behave as the eigenvalues of the Dirichlet Laplacian on
. Our analysis includes an asymptotic of the associated eigenvectors and extends in particular cases to higher dimensions.