Advancements in data collection, processing, and analytical technologies are propelling the digital transformation of the energy sector. The efficacy, dependability, and security of energy systems can be enhanced by the application of Big Data Analytics. Big Data offers unprecedented opportunities for the oil and gas industry, especially in pipeline operations, to improve decision-making, optimize processes, and mitigate risks.