How to put my MacBook Air M1 in real sleep mode and not lose battery?

I notice that when I put my Macbook into sleep mode the next time open it it has some notifications ready and the battery is dropping even when I do not use it.

How can I stop the refresh for the notifications when it is on sleep and what more can I do to not lose a percentage of my battery while the MacBook is on sleep?