Despite multiple examples of glucose lowering therapies affecting heart failure (HF) risk, ascertainment of HF data in cardiovascular outcome trials of these medications has not been systematically characterized. In this review, large (N >1,000) published phase III/IV cardiovascular outcome trials evaluating glucose lowering therapies through June 2017 were identified. Data were abstracted from publications, Food and Drug Administration (FDA) Advisory Committee records, and FDA labeling documents. Overall, 21 trials including 152,737 patients were evaluated. Rates and definitions of baseline HF and incident HF were inconsistently provided. Baseline ejection fraction data were provided in 3 studies but not specific to patients with HF. No trial reported functional class, ejection fraction, or HF therapy at time of incident HF diagnosis. HF hospitalization data were available in 15 trials, but only 2 included a HF-related event within the primary composite endpoint. This systematic review highlights gaps in HF data capture within cardiovascular outcome trials of glucose lowering therapies and outlines rationale and strategies for improving HF characterization.