This document discusses publication ethics cases from the Committee on Publication Ethics (COPE) involving data issues and corrections to the literature. It provides statistics on types of misconduct found in COPE cases from 1997 to 2012, including fabrication, selective reporting, and image manipulation. It also discusses the diversity of data and correction issues seen in cases, how cases can be complex and take years to resolve, and tensions between institutions and journals in managing corrections. Three illustrative case examples are presented involving issues like data manipulation, handling admissions of fraud, and concerns arising from reanalysis of published data. The document concludes with references to COPE resources on retractions, corrections, and debates around amending published articles.