It is widely accepted that the security prices contain jumps and the observations are contaminated by microstructure noise. This makes the estimation of key features, e.g., volatility and jump index, of the financial models more involved. In this talk, we propose some procedures to tackle these problems. Some related issues and open problems will also be discussed.