Simon, who has dramatically slimmed down in the past year, was snapped looking super svelte while outside a grocery store in Malibu, Los Angeles.
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Dressed in casual jeans, a warm jumper and puffer jacket, the 60-year-old X Factor star was all smiles after picking up a bag of shopping.
Lauren, meanwhile, appeared to be clutching a wedge of cash as she was escorted back to Simon's black Rolls-Royce.
Earlier today, it was revealed that cases of coronavirus in the US have soared by 4,000 in just 24 hours as the pandemic sweeps the globe.
There are now at least 13,678 confirmed COVID-19 cases across America, with the total number of deaths past 200.
In New York, Mayor Bill de Blasio has warned that the city could run out of medical supplies in as little as two weeks.
But with the hood on his car down as he drove away, Simon seemed unconcerned about stepping outdoors to pick up supplies.
Meanwhile, Simon first started looking noticeably thinner last year.
The music mogul has lost 20lbs, which equates to four inches around his waist, by cutting out sugar and eating less meat.
He overhauled his diet after suffering a fall on his stairs inside his London home October 2017.
Simon recently told The Sun Online: "The most dramatic period was the first month where most of the weight comes off and you look at yourself and think ‘wow’.
“I used to be 36 inch waist and now I’ve lost four inches. I’m really happy now."
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