This article explores machining equipment calibration strategies to ensure dimensional consistency across production shifts. Covering fundamentals, challenges, and advanced techniques like AI-driven calibration, it provides practical insights for manufacturing engineers. Real-world examples and recent research highlight effective methods to reduce defects and optimize precision.