In this paper we have discussed an approach for discovering some useful knowledge from large amounts of data that are manually and automatically generated during maintenance and operation of commercial aircraft. We have discussed several important issues in analyzing data in this domain. These issues were related to: data format, data complexity, domain information, and presence of contexts. We...