Earth observation time series are well suited to monitor global surface dynamics. However, data products that aimed at assessing large-area dynamics with a high temporal resolution often face various error sources (e.g., retrieval errors, sampling errors) in their acquisition chain. Addressing uncertainties spatiotemporal consistent manner is challenging, as extensive high-quality validation ty...