Is it a good sign that i get pain in my muscles after pushups? Is there anyway to stop it?

I have started doing push ups and im getting a soreness in my pectoral muscles near the shoulder and on my side under my arm pit . Will this pain persist? the main reason i ask is that i play darts and its off putting when throwing