How do you manage hair static on days when it is severe?

It's so stressful that my hair gets frizzy and static whenever the weather gets dry.
I was especially self-conscious about my hair sticking to my face on days when I wore knitwear or a scarf.
There are days when my hair gets all frizzy after just one brush, so I sometimes get unnecessarily sensitive before going out.
I tried using hair oil because I heard it helps, but it was hard to control because even applying just a little too much made it look greasy immediately.
I'm not sure if I need to change my treatment or blow-dry my hair less.
It also feels like my hair looks more damaged because of static electricity.
I think it causes a lot of stress, especially with long hair, because static electricity makes it look even messier.
Some people say that humidifiers help, so I became curious if there is actually a difference.
I couldn't easily try this and that because I was afraid my hair would get even drier if I didn't manage it properly.
I'm really curious how everyone manages static electricity in their hair during winter or dry seasons.