•Why it earns a slot
The single biggest source of the enduring popular image of Rome's early emperors, from Caesar's assassination to Caligula's horse, written by someone with actual access to imperial court records.
Suetonius wrote biographies, not narrative history: gossip, physical descriptions, private habits, and court rumor sit next to political and military events with no real hierarchy between them. That approach makes his account of the Roman emperors, virtuous and monstrous alike, one of the most quoted and most entertaining primary sources to survive from antiquity.
This distillation is written from the freely available original, which is always the better read when you have the time: Project Gutenberg.