The players and staff had been involved in the Indian Premier League which was suspended this month.
They flew to the Maldives after Australia banned all arrivals from India following a surge in Covid cases.
While the controversial ban was lifted on 15 May, thousands of Australians remain stranded in India.
The cricketers - among them former Australian captain Steve Smith, David Warner and Pat Cummins - will now complete 14 days' quarantine in Sydney.