Justice Sharma rose from Daulat Ram College, Delhi University, to become a Delhi High Court judge, building a strong academic and legal career. She earned multiple degrees, including an LLB, an LLM, and a PhD in 2025; became a magistrate at 24; and later a judge in 2022. She is also a noted author involved in a major excise policy case.