• The honey authenticity and its related issues are summarized in detail. • Integrated instrumental analysis methodology of honey authenticity is elaborated. • Advances in extraction methods for honey authentication purpose are highlighted. • The role of chemometric tools have been explained in details. • The development trend and future challenges are analyzed.