The term Big Four originates in accounting where there actually are a specific set of four large, established companies.

For tech, I usually remember it as AmaGooBookSoft - Amazon, Google, Facebook and Microsoft. Apple is sort of a hardware company so sometimes it is included and sometimes it is not.