The best replacement for longitudinal data is time series.

The best alternatives to longitudinal data are rated as following:
★★★★★  time series
★★★★  cross sectional data
★★★★  cross sectional
★★★  panel data
★  repeated measures
★  panel

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longitudinal data
time series
cross sectional data