We study the non-Euclidean (incompatible) elastic energy functionals in the description of prestressed thin films, at their singular limits (Γ-limits) as h → 0 in the film's thickness h. Firstly, we extend the prior results [39,12,40] to arbitrary incompatibility metrics that depend on both the midplate and the transversal variables (the "non-oscillatory" case). Secondly, we analyze a more general class of incompatibilities, where the transversal dependence of the lower order terms is not necessarily linear (the "oscillatory" case), extending the results of [3,47] to arbitrary metrics and higher order scalings. We exhibit connections between the two cases via projections of appropriate curvature forms on the polynomial tensor spaces. We also show the effective energy quantisation in terms of scalings as a power of h and discuss the scaling regimes h 2 (Kirchhoff), h 4 (von Kármán) in the general case, as well as all possible (even powers) regimes for conformal metrics, thus paving the way to the subsequent complete analysis of the non-oscillatory setting in [34]. Thirdly, we prove the coercivity inequalities for the singular limits at h 2 -and h 4 -scaling orders, while disproving the full coercivity of the classical von Kármán energy functional at scaling h 4 .