We introduce a new method to study mixed characteristic deformation of line bundles. In particular, for families \(f : \mathcal {X} \rightarrow \mathcal {S}\) with big monodromy and large period image defined over the ring of N-integers \(\mathcal {O}_{L}[1/N]\) of a number field L, we produce a proper closed subscheme \(\mathcal {E} \subsetneq \mathcal {S}\) outside of which all line bundles appearing in positive characteristic fibres of f admit characteristic zero lifts. This in particular applies to elliptic surfaces over \(\mathbb {P}^1\) and projective hypersurfaces in \(\mathbb {P}^3\) of degree \(d \ge 5\) . We also study the locus \(\mathcal {E}\) in more detail in the \(h^{0, 2} = 2\) case.