The simplest form of longitudinal analysis is the tracking study which measures and reports the same thing at two or more points in time.  With only two points in time, analysis depends on conventional statistical difference tests.  This remains true when data are collected at arbitrary points in time that do not meet the assumptions of time series modeling.