Introduction The oil and gas industry has been a cornerstone of the global economy for well over a century, powering industries, transportation, and households worldwide. However, as we stand on the cusp of a new era characterized by increasing environmental concerns and rapid technological advancements, the landscape of oil and gas is undergoing