A persistence diagram is a tool used in topological data analysis to summarize the topological features of a data set across different scales, capturing the birth and death of features like connected components, loops, and voids. It provides a multi-scale view of the data's shape, allowing for robust analysis in the presence of noise and facilitating insights into the underlying structure of complex data sets.