Software reliability is crucial for ensuring systems work properly. To achieve this, various metrics, models, and measurements are used in software reliability engineering. These tools help in developing and assessing reliable software. It's important to choose the right metrics and models for each situation to ensure software reliability. The research in this paper delves into the analysis of different metrics, models, and measurements used in software reliability to help produce dependable software.