In this paper, we study how to reduce the cache leakage energy efficiently in a hybrid SPM (Scratch-Pad Memory) and cache architecture. Since SPM can reduce the access frequency to the cache, we find it is possible to place the cache lines of the hybrid SPMcache into the low power mode more aggressively than traditional leakage management for regular caches, which can reduce more leakage energy without significant performance degradation. Also, we propose a Hybrid Drowsy-Gated Vdd (HDG) technique, which can adaptively exploit both short and long idle intervals to minimize leakage energy with insignificant performance overhead.