The story
(In England) From Amber (“river”) + gate; it was originally named Toadmoor, and renamed after a turnpike tollgate (Amber Gate) after the railway station with this name opened in 1840. The etymology of the Australian place name is unclear.
Etymology from Wiktionary, CC BY-SA 4.0.