Comment by duality

Can anyone working in this field comment on how it's applied? For example, what is computed? Homology groups, just the ranks of these groups, or something else? Given these, what does one learn about the data set under analysis? https://en.wikipedia.org/wiki/Topological_data_analysis#Appl... is pretty scant on detail.