Value of the Data •The systematic approach for method development presented in this paper might be useful for optimization of separation for other complex matrices. •The optimization and validation data might serve as a reference for other laboratories working on complex plant matrices. •The quantification data might be used for comparison by Researchers working on blackthorn flower and extracts prepared thereof. •The presented data might be suitable for quality control and identity confirmation of blackthorn flowers.