A CPU cache is a hardware cache used by the central processing unit (CPU) of a computer to reduce the average cost (time or energy) to access data from the main memory. A cache is a smaller, faster memory, closer to a processor core, which stores copies of the data from frequently used main memory locations. Most CPUs have different independent caches, including instruction and data caches, where the data cache is usually organized as a hierarchy of more cache levels (L1, L2, etc.).
All modern (fast) CPUs (with few specialized exceptions) have multiple levels of CPU caches. The first CPUs that used a cache had only one level of cache, not split into L1d (for data) and L1i (for instructions). Almost all current CPUs with caches have a split L1 cache. They also have L2 caches and, for larger processors, L3 caches as well. The L2 cache is usually not split and is usually shared between cores. The L3 cache, and higher-level caches, are shared and not split. An L4 cache is currently uncommon, and is then on a separate die/even off-chip and generally on non-SRAM. That was also the case historically with L1, while bigger chips have allowed integration of it and generally all cache levels, with the possible exception of the last level. Each extra level of cache tends to be bigger and be optimized differently.
Other types of caches exist (that are not counted towards the "cache size" of the most important caches mentioned above), such as, the common to all modern CPUs, the translation lookaside buffer (TLB) that is part of the memory management unit (MMU) that most CPUs have.
Caches are generally sized in powers of two: 4, 8, 16 etc. KiB or MiB (for larger non-L1) sizes (this was historically also the case with RAM (and flash), up to 2 GiB, but 3 GiB and 6 GiB RAM chips broke that pattern).