Amidst the complexities of oil production in the North Sea, one of the persistent challenges is the formation of scale, which has the potential to obstruct pipelines and disrupt production activities. This presents a looming threat to operational efficiency and revenue generation, underscoring the need for proactive mitigation strategies and robust maintenance protocols.