This paper introduces a novel framework for automated dynamic interface characterization, combining high-resolution microscopy, microfluidic rheology, and Bayesian inference to achieve unprecedented accuracy and speed in interfacial property determination. Our approach deviates from traditional methods by employing a multi-scale data fusion...