Best-case Complexity refers to the scenario in which an algorithm performs its task with the least possible Resource Usage, such as time or space, under Optimal Conditions. It is crucial for understanding the Potential efficiency of an algorithm but is less significant than average or Worst-case Scenarios for predicting performance in Real-world Applications.