Escherichia coli multi-locus sequence type ST131 is a globally distributed pandemic lineage that causes multidrug-resistant extra-intestinal infections. ST131 E. coli frequently produce extended-spectrum β-lactamases (ESBLs), which confer resistance to many β-lactam antibiotics and make infections difficult to treat. We sequenced the genomes of 154 ESBL-producing E. coli clinical isolates belonging to the ST131 lineage from patients at the University of Pittsburgh Medical Center (UPMC) between 2004 and 2018. Isolates belonged to the well described ST131 clades A (8%), B (3%), and C (89%). Time-dated phylogenetic analysis estimated that the most recent common ancestor (MRCA) for all clade C isolates emerged around 1989, consistent with previous studies. We identified multiple genes potentially under selection in clade C, including the cell wall assembly gene ftsI, the LPS biosynthesis gene arnC, and the yersiniabactin uptake receptor fyuA. Diverse ESBL-encoding genes belonging to the blaCTX-M, blaSHV, and blaTEM families were identified; these genes were found at varying numbers of loci and in variable numbers of copies across isolates. Analysis of ESBL flanking regions revealed diverse mobile elements that varied by ESBL type. Overall, our findings show that ST131 subclade C dominated among patients and uncover possible signals of ongoing adaptation within this ST131 lineage.