Text-as-data methods – techniques relying on the automated or semi-automated analysis of text – have become increasingly prevalent in social science. This chapter discusses their potential for comparative policy analysis, a field in which these methods have not been applied as extensively as in other areas. The chapter first examines applications of text-as-data approaches in comparative policy analysis. Then it focuses on the practical aspects of these methods, and specifically on the workflow involved in their application, such as obtaining and storing the data, pre-processing, and analysing them with a range of automated and semi-automated techniques. The chapter concludes by highlighting the potential of text-as-data methods for comparative policy analysis despite their relatively sparse use so far.