A novel data source for assessing traffic conditions is floating car data (FCD) in the form of vehicle tracking data, or, in database terms, trajectory data. This work proposes practical data management techniques including data pre-processing, data modeling and indexing to support the analysis and the data mining of vehicle tracking data