Marine geotechnical engineering has evolved rapidly in recent years, driven by growing demands for offshore energy, coastal protection, and seabed infrastructure. Key advances include improved site investigation methods, including using high-resolution in situ testing, remote sensing, geophysical surveys, and 3D spatial statistical modelling (e.g., frameworks that account for anisotropy and non-stationarity in seabed sediment properties).