How do you prevent programs from starting automatically with Windows?

I would like to prevent certain programs, which I have always had to delete / have to manually delete from my taskbar, to be started automatically together with Windows when my laptop is booted.

How do I do this, which apps do I use best for this?

Take a look at the auto start.