1910, originally theater slang for lower-salaried circuits, or ones requiring more daily performances; from noun phrase (also 1910). Compare big time.
a small-time actor
small beer
smallish
small-mouth
smallness
smallpox
small-time
small-town
smarm
smarmy
smart
smart aleck