After two first half goals from Aubameyang, Arsenal were lucky to Draw at full time.
Arsenal led 2-0 at the interval but had to settle for a draw against struggling Watford on Sunday.
Mistakes from Sokratis and David Luiz saw Arsenal squander a two-goal lead as
Watford earned a 2-2 draw in Quique Sanchez Flores' first game back in charge at Vicarage Road.
Pierre-Emerick Aubameyang's deadly finishing, in the absence of the injured Alexandre Lacazette, looked to have steered Arsenal to victory after the Gabon international netted twice in 11 first-half minutes to take his tally to five in five Premier League games this season. But Arsenal came under heavy pressure in the opening stages of both halves of an entertaining encounter and Watford pulled one back after a calamitous pass from Sokratis allowed Tom Cleverley a chance that he buried with aplomb.
David Luiz then conceded a penalty nine minutes from time that substitute Roberto Pereyra confidently converted, giving the Hornets a deserved point in a game where they had 31 shots at goal.
Watford started brightly and Gerard Deulofeu tested Bernd Leno with a shot from the edge of the box inside the opening six minutes, while Cleverley's thunderous rising drive forced the Arsenal goalkeeper into an acrobatic fingertip stop.
Sanchez Flores saw his new charges starve Arsenal of possession until Hughes was dispossessed by Dani Ceballos after 21 minutes and the referee ignored the hosts' pleas for a free-kick as Sead Kolasinac swept the ball forward to Aubameyang, who turned sharply and buried an instinctive strike into the net.
Having found a way through Watford's defence, Arsenal probed for more openings and Ozil carved one out with trademark composure when his incisive pass set Ainsley Maitland-Niles up to deliver a low cross to the far post that Aubameyang tapped home.
As they did in the first half, Watford flew out of the blocks in the second and clawed a goal back when Sokratis fluffed a clearance into the path of Deulofeu, who teed Cleverley up for a rasping finish low into Leno's net.
The Hornets continued to heap pressure on, substitute Pereyra and Deulofeu firing narrowly wide as Watford played with a belief that belied their lowly league position.
David Luiz's clumsy challenge on Pereyra sent the Argentine tumbling as he hurtled into the box and he dusted himself down before rolling the spot-kick in.
Deulofeu had the chance to win it when his angled drive from 12 yards flew narrowly past the target and Abdoulaye Doucoure missed an excellent opportunity in the dying seconds, but the final whistle nevertheless drew cheers from the home supporters after their side sealed a precious point.
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