The couple were pictured making their way to Mahiki nightclub on Thursday (29 January) with Leigh-Anne's bandmate Jade Thirlwall.
Leigh-Anne rocked a cute denim dress and black tie-up shoes as she linked arms with Jordan. Don't they make a cute couple?
Earlier this month, the pair enjoyed a sunny break in Barbados with a group of friends - including Xtra Factor host Sarah-Jane Crawford - and it looks like Leigh-Anne has still got her holiday glow!
It's set to be a busy year for Little Mix as they will be releasing their third studio album later this year, which will follow up from 2013's Salute.
The girls told fans at the beginning of this month (2 January): "Just wanted to let you all know that this year ... Album 3 is coming!! You guys have been so patient and we love you for that!!"
Reveal is now on Google Plus! Join us here for the latest pictures, fashion and celebrity news!
Watch Little Mix's video for 'Move' below: