The eta form of Bismut–Cheeger is the higher degree version of the Atiyah-Patodi-Singer eta invariant, i.e. it is exactly the boundary correction term in the family index theorem for manifolds with boundary. In this talk, I'll study the properties of eta forms and extend them to the equivariant version for compact Lie group action. Moreover, the applications of eta forms in differential K theory will be discussed.