Continuing the dynamical studies in symbolic integration, we focus on stability problems in symbolic summation, which connect the theory of dynamical systems to difference algebra. We explore the structure of stable sequences in difference fields and characterize some special families of stable sequences including rational sequences, hypergoemetric terms and P-recursive sequences. We conclude that P-recursive sequences are eventually stable. This is a joint work with Shaoshi Chen.