the retail-industrial-marketing complex PLANS these shortages and "Must-have" toys - it is up to parents to explain this to kids. You don't have to give in. Explain that after Christmas the prices will go down and they can get 2 toys instead of one.
Ask them if they remember what toys they were clamoring for two years ago and if they still have and want those toys.