The adoption of cloud technology has driven the development of DevOps, which has replaced previous development processes such as waterfall and agile. This shift has also led to the rise of microservices and APIs, which promote abstraction and have made data-only attacks more prevalent. However, security was not initially a priority in this shift, leading to increased risk management concerns.