How does orbit work?

Could you please explain in detail how orbit works? I'm curious about the physics behind it and how celestial bodies like planets and moons maintain their orbit around larger bodies like stars. I understand that it involves gravity, but I'd like to know more about the specific mechanics of it all. Are there any equations or formulas that can help me understand it better? And how do factors like speed, distance, and mass play into the equation?