Well logs provide subsurface data by measuring physical rock properties against depth. They justify the cost by determining if a well will be productive. There are common misconceptions about what logs can and cannot do. Logs have uncertainty due to tool limitations and environmental factors. Proper calibration and quality control procedures are important to improve log measurement precision and accuracy.