Carbonate formations are highly heterogeneous, posing challenges like unpredictable acid distribution, suboptimal treatment designs, and environmental concerns. This session will explore how theoretical modelling, combined with digital technologies, machine learning (ML), and artificial intelligence (AI), will transform carbonate acidising. It will discuss lab testing and research supporting new technology applications.