A computer-executable method, computer program product, and system for parsing a data log from a device, the computer-executable method comprising receiving the data log from the device, sampling the data log to create a sampled portion of data, wherein the sampled portion of data includes each attribute in the data log, constructing a metadata table based on the sampled portion of data, constructing data dictionaries based on the sampled portion of data, and parsing the data log using the metadata table and the data dictionaries to create a data field mapping table.