Before revision:  In the classic insertion-only model of data streams, Ben-Eliezer et. al. (PODS 2020, best paper award) show how to convert a non-robust algorithm into a robust one with a roughly 1/ overhead.
After revision:  In the classic insertion-only model  overhead.