Emma Stone and Andrew Garfield are giving it another go!

Amid reports the couple had split after three years of dating, it appears they're back together and were enjoying domestic bliss at a Malibu supermarket, on Saturday. Stocking up for the Memorial Day weekend, one would assume they're shacking up if they're grocery shopping together.

People magazine reported Andrew, 31 and Emma, 26, are back on, according to their source: "Emma and Andrew are a great couple who have been apart for work. They are still seeing each other. Nothing major happened between them while he was away other than a long and forced separation. Andrew has been incredibly busy and so has Emma. But the sparks are still there."

The source says the pair are living at Stone's Hollywood Hills home.