We improve upon the local bound in the depth aspect for sup-norms of newforms on where is an indefinite quaternion division algebra over . Our sup-norm bound implies a depth-aspect subconvexity bound for , where is a (varying) newform on of level , and is an (essentially fixed) automorphic form on obtained as the theta lift of a Hecke character on a quadratic field. For the proof, we augment the amplification method with a novel filtration argument and a recent counting result proved by the second-named author to reduce to showing strong quantitative decay of matrix coefficients of local newvectors along compact subsets, which we establish via -adic stationary phase analysis. Furthermore, we prove a general upper bound in the level aspect for sup-norms of automorphic forms belonging to \emph{any} family whose associated matrix coefficients have such a decay property.

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