Primary storage, also known as main memory, is the computer's volatile storage that provides fast access to data and instructions currently in use, while secondary storage refers to non-volatile devices like hard drives and SSDs for long-term data retention. The efficiency and speed of a computer system depend on the seamless interaction between these two types of storage, balancing speed and capacity requirements.