This practical guide introduces task caching in Flyte 2, demonstrating how to prevent redundant pipeline executions. Developers can use the flyte.Cache object with an @env.task decorator to automatically skip re-running tasks when inputs remain unchanged, helping with common scenarios like failed training runs and hyperparameter tuning iterations.