The key chemical parameters to monitor include pH level (ideally between 7.2 and 7.8), chlorine or other sanitizer levels (usually 1-3 ppm for chlorine), total alkalinity (80-120 ppm), calcium hardness (200-400 ppm), and cyanuric acid levels if using stabilized chlorine (30-50 ppm).