Oxygen began to build up in the Earth's atmosphere approximately 2.4 billion years ago during a period known as the Great Oxygenation Event (GOE). This event was primarily caused by cyanobacteria performing photosynthesis, which produced oxygen as a byproduct. Therefore, the correct answer is:
Event that occurred billions or millions of years ago.