  We prove endpoint results for sparse domination of translation invariant
multiscale operators. The results are formulated in terms of dilation invariant
classes of Fourier multipliers based on natural localized $M^{p\to q}$ norms
which express appropriate endpoint regularity hypotheses. The applications
include new and optimal sparse bounds for classical oscillatory multipliers and
multi-scale versions of radial bump multipliers.
