Mikel Arteta’s side will meet the Reds at Wembley less than a month after being victorious under the arch in the FA Cup final.
But Arteta is having to work out his team selection with reports suggesting that he will be without up to four players.
A number of Gunners stars are having to quarantine amid the coronavirus pandemic having spent their holidays abroad.
One of those is goalkeeper Emiliano Martinez, who impressed during Bernd Leno’s injury, with the Argentine having been in Portugal.
He is free to play on Saturday though may find he has lost his place to the now-fit Leno with Martinez having returned late to pre-season training.
The Sun claim that imminent signing Gabriel Magalhaes is also having to self-isolate with a deal with Lille believed to be close.
Two more unnamed players are also self-isolating, according to the Daily Mail, with Arteta admitting "it’s not an ideal moment to play".
“We’ve been through all the different moments with the restrictions and rules from the government and Premier League testing," said the Arsenal boss.
“It’s all so unexpected what is going to happen from day to day.
"But we are trying to adapt and to get the team in the best possible shape to compete on Saturday.
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“We’ve only had two training sessions and this game comes right in the middle of our mini pre-season, so it’s not an ideal moment to play."
The Community Shield clash continues pre-season preparations with the Premier League season not due to get underway until September 12.