PlumX and Altmetric.com are two popular altmetric aggregators that track social media mentions of scholarly articles. This study analyzed data from 1,785,149 publications to compare coverage and mentions captured by PlumX and Altmetric.com. The results showed that PlumX tracks more sources and publications but the coverage and average mentions varied by source. Altmetric.com captured higher mentions on Twitter and blogs while PlumX captured higher mentions on Facebook and Mendeley for the same articles. The coverage and mentions also differed across document types, disciplines, and publishers.