1. A method, comprising: interpreting, via a processor, data fields within a trace data set using a data field declaration of each data field that identifies a data type of the respective data field; comparing, for each interpreted data field, an actual data value of the interpreted data field with the data field declaration; and determining, based upon each comparison, whether the actual data value of the interpreted data field contains an erroneous data value based upon the data field declaration.