An integrated memory cell with a memristor and a trilayer crested barrier selector, showing repeatable nonlinear current–voltage switching loops is presented. The fully atomic‐layer‐deposited TaN1+x/Ta2O5/TaN1+x crested barrier selector yields a large nonlinearity (>104), high endurance (>108), low variability, and low temperature dependence.