If everything is known by Allah why do we need to pray?

So I have been thinking about this for a long time. If Allah knows everything then what is the need to pray? If something good or bad is written in our fate, it’s going to happen regardless of whether we pray or not. By "pray" here I specifically mean the making of du'a, not the obligitory salat.