This special issue of Networks is devoted to recent research in the area of network analytics and optimization. It contains a selection of high-quality papers presented at two conferences held in 2019: INOC 2019 and EURO 2019. Details of these conferences and the accompanying papers follow, along with the organizing editors for these respective conferences.