Accountability by design is a proactive approach to privacy that integrates data protection principles into the development and operation of systems and processes. It moves beyond simple compliance to a model where organizations take responsibility for their data practices and can demonstrate that responsibility. This involves implementing technical and organizational measures, such as privacy impact assessments, data minimization, and robust security protocols. By embedding