In this paper, we note and analyze a key trade-off: as the complexity of caches increases (higher set-associativity, larger block size, and larger overall size), the power consumed by a cache access increases. However, because the hit rate also increases, the number of main memory accesses decreases and thus the power consumed by a memory access decreases. Recent papers which consider the power consumption of caches tend to ignore hit rates. This is unfortunate, because it is undesirable to have energy-efficient caches which are also very slow. Hit rates also play a key role in truly evaluating the energy efficiency of a cache, because low hit rates lead to more frequent main memory accesses which consume more power than cache accesses.