We present an in-house modelling framework for Ferroelectric Tunnelling Junctions (FTJ), and an insightful study of the design of FTJs as synaptic devices. Results show that a moderately ext{low}-k tunnelling dielectric (e.g. SiO2) can increase the read current and the current dynamic range.