ABSTRACT:In this talk, I will begin by discussing the problem of long-time behaviour of solutions for equations incorporating randomness, both for the case of discrete and continuous time. I will then present results on this problem obtained jointly with A. Shirikyan in our recent papers published in GAFA (2025) and JDDE (2026), along with some its subsequent developments.