Is the low temperature, ice and snow weather in the Soviet Union fatal to the German attack on the Soviet Union in World War II?

Personally, this was fatal to the "Barbarossa Plan" at the beginning of the war. When the Germans attacked the gates of Moscow, it was already covered with snow, and the German soldiers wore autumn clothes and the tanks were not filled with winter oil, so they had to stop attacking, which led to the bankruptcy of the whole plan. But not for later (especially the crucial battle of Stalingrad). Because at this time, the German logistics has kept up, and the failure of the Battle of Stalingrad is obviously not caused by low temperature ice and snow. The same is true after that.