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This topical review on PIV uncertainty quantification goals to provide the reader with an outline of error sources in PIV measurements and to inform them of the most up-to-date approaches for PIV uncertainty quantification and propagation. The paper first introduces the general definitions and classifications of measurement errors and uncertainties, following the guidelines of the International Organization for Standards (ISO) and of famend books on the topic. Details on the principle PIV error sources are given, considering the complete measurement chain from timing and synchronization of the data acquisition system, to illumination, mechanical properties of the tracer particles, imaging of those, analysis of the particle movement, knowledge validation and reduction. The focus is on planar PIV experiments for the measurement of two- or three-element velocity fields.