Software reliability refers to the probability that a software system will function correctly and consistently under specified conditions for a specified period. It is crucial in ensuring that programs operate without failures, thus providing users with confidence in their performance. Reliable software must be thoroughly tested and verified to minimize bugs and ensure that it meets user requirements.