Roger Federer, Novak Djokovic and Serena Williams were all in action and all made it through to round three.
But those players not lucky enough to be scheduled on a show court with a roof were left frustrated as rain wiped out play for the entire day.
Here, we take a look back at day three and forward to day four at the US Open.
Shot of the Day
Ashleigh Barty had no right to even reach this drop shot, let alone crash a winner from it.
Shock of the Day
There were not enough matches to provide a genuine shock, but there was certainly mild surprise that Federer, for the second successive match, dropped the opening set, this time against Damir Dzumhur.
But the five-time champion still won in four. Serena Williams was also a set down to 17-year-old Caty McAnally, but battled through.
Serve of the Day
Venus Williams bowed out, and it seemed the American former champion did not even have time to stay for a coffee.
Johanna Konta made a brief appearance on court for her match against Margarita Gasparyan, but the rain started again and prevented the players from even warming up.
Konta and Dan Evans, due to play Lucas Pouille, will have to try again on Thursday.
Arthur Ashe Stadium:
Alexander Zverev v Frances Tiafoe
Simona Halep v Taylor Townsend
Caroline Wozniacki v Danielle Collins
Thanasi Kokkinakis v Rafael Nadal
Louis Armstrong Stadium:
Andrea Petkovic v Petra Kvitova
Naomi Osaka v Magda Linette
John Isner v Jan-Lennard Struff
Cori Gauff v Timea Babos
Cedrik-Marcel Stebe v Marin Cilic
Johanna Konta v Margarita Gasparyan
Dan Evans v Lucas Pouille