This dataset accompanies the manuscript “Benchmarking methods for identifying phenological regions.” It comprises two components representing the raw data used in the benchmarking experiments: a synthetic dataset and a real-world remote sensing-based dataset. Both components are designed to support reproducibility and facilitate further research on spatial and temporal phenological pattern analysis.