It's true, but a large gap between consumer and producer prices is hard to maintain over the long run.

It is true that there are other factors which can drive inflation and rising consumer prices. However, if the recent bout of inflation was caused by supply chain issues, or by food + energy costs rising, then a decline in producer prices would probably slow consumer price inflation.