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The IT failures that crippled Sydney's rail network on Sunday, leaving thousands of frustrated Sydney-siders battling to reach their destination, were prompted by an unparalleled collapse in the rail network's computers.

The faults began to emerge immediately after a long-planned software update commenced at 2am on Sunday, said Tony Braxton-Smith, the Deputy Secretary, Customer Services, at Transport for New South Wales.

The upgrade could have been completed by 4am. But with issues occuring during the update, Sydney Trains personnel made a decision to "roll back the update" and leave the program as it was. However, after the roll-back was completed at about 5am, the system was still exhibiting "intermittent anomalies plus some performance issues", Mr Braxton-Smith said.

At 6am, those anomalies began to cascade. The systems affected included the ones that locate trains on the network, the teach team and rostering systems, and the ones providing information to passengers.

"Where it left us was with effectively soaring blind in its key operational and management systems - finding where the trains are and managing its staff," Mr Braxton-Smith said.

At that level, the top officials at Transport for New South Wales where alerted to the problems - that they had received a priority One alert, informing them that the IT system was down, on a day that could see thousands of individuals going to an AFL derby and the Bledisloe Glass rugby Test.

The failures have prompted apologies from Premier Gladys Berejiklian and Transport Minister Andrew Constance, who nevertheless maintain an insurance plan of not providing refunds for affected travellers.

And while transfer authorities are confident that the incident would not repeat during the new week, they remain uncertain about the cause.

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