Collecting qualitative data through dietary surveys is key to estimating dietary intake among populations. However, there are many challenges that arise during data collection and analysis, particularly in low- and middle-income countries (LMICs). This brief outlines recommendations on how to overcome various methodologic issues and provides an overview of approaches to data analysis in the context of LMICs.