Analysis of dietary patterns has largely focused on their association with diseases or risk factors, but limited research has been conducted on the heterogeneity of population dietary patterns and their adherence to international or national nutritional guidelines. As a result, the aim of this study is to identify latent dietary patterns of UK residents and to assess how well different segments comply with WHO dietary norms.To achieve this objective, the UK’s National Diet and Nutrition Surveys for 2011–12 dataset was analysed performing a latent class analysis on energy (kcals) derived from selected food groups. To assess adherence to different dietary patterns of the British population to nutritional guidelines, a traffic light system and a composite conformity index were developed to establish how well the identified segments comply with current dietary WHO norms regarding salt, free sugars, total fat, saturated fat, fruit and vegetables and dietary fibre.Results show four different segments which on the basis of heterogeneity of dietary patterns were named ‘high sugar/high fat consumers’, ‘prudent eaters’, ‘high fat consumers’ and ‘junk food eaters’. These segments show significant differences within and between groups in terms of dietary calories intakes and their adherence to WHO norms. Although ‘prudent eaters’ are closer to WHO dietary guidelines than other segments, none of the identified segments fully comply with dietary WHO norms. Policy implications of these findings are fully discussed in the conclusions arguing how current, future and potential dietary demand and supply measures affect consumers’ compliance with WHO norms.