The Argentine ant (Linepithema humile) is one of the most damaging and widespread invasive ant species worldwide. However, control attempts often fail due to insufficient bait uptake, or bait abandonment. Increasing preference for, and consumption of, is thus an important requirement for successful control. Associative learning and within-nest information transfer might be a potential tool for achieving this goal. Here, we conducted a detailed and systematic investigation of olfactory learning and side learning in Argentine ants. The ants showed very strong and rapid side learning, choosing the correct arm in a Y-maze 65% of time after just one visit, and 84% correct after two. Odour learning was even more rapid, with just one visit to a flavoured food source, reached by a scented runway, leading to 85% choices for the corresponding scent on a Y-maze. Further experiments demonstrated that having two cues (runway odour and food flavour) does not improve learning significantly over just one cue. This rapid learning is long-lasting, with one exposure to a runway odour associated with a reward resulting in a strong preference (73%) for this odour even after 48 hours. Food flavour information is transferred efficiently between nestmates in the nest, driving preference: naive ants housed with ants fed on flavoured food show a strong preference (77%) for that odour after 24 hours. Our results demonstrate the impressive learning abilities of Linepithema humile, which coupled with efficient intranidal information transfer and strong use of pheromonal recruitment may help explain their ability to discover and then dominate resources. However, these strengths could potentially be used against them, by exploiting learning and information transfer to increase toxic bait uptake during control efforts. Steering ant preference by leveraging learning might be an underappreciated tool in invasive alien species control.