Charlize Theron & Sean Penn Vacation in Cabo San Lucas, Mexico

02/18/2014 at 01:45 PM EST

Charlize Theron & Sean Penn Vacation in Cabo San Lucas, Mexico
Charlize Theron and Sean Penn
What happens in Cabo, stays in Cabo – unless, of course, you're Charlize Theron and Sean Penn.

The couple continued their romantic Valentine's Day weekend – which began with drinks with friends at the Soho House in West Hollywood on Thursday – with a trip to Cabo San Lucas, Mexico, where they were photographed on Monday.

Theron, 38, kept it casual in a a printed dress with sunglasses while Penn, 53, wore a black T-shirt.

Not pictured? Theron's 2-year-old son, Jackson – whom Theron adopted in 2012. Her little boy was recently spotted goofing around with Penn during a grocery store outing.

According to a source, the couple stayed at the luxe Ventanas Al Paraiso resort in Cabo and kept a low-key profile, mostly staying in their ocean view villa with a private butler.

A trip to the beach is how it all began for the Oscar winners, who were first linked following a Hawaiian getaway in early January.

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