A novel framework for efficient processing of trajectory data of moving objects. Propose a big data distribution module based on a two-step consistent hashing algorithm. Propose a data transformation module based on a parallel linear referencing strategy. Propose a compression-aware I/O performance improvement module. Conduct extensive empirical studies on large scale 1.114 TB synthetic data and real 578 GB GPS data.