This paper studies a two-dimensional incompressible non-Newtonian fluid with infinite delays. The authors first prove the global well-posedness of the solutions and then establish the existence of the pullback \(\mathcal {D}\)-attractor for a universe which is composed of time-dependent families under some suitable assumptions.