Petty Cache is a Node.js caching module that implements a two-level caching system using in-memory storage for recently accessed data and Redis for distributed caching. It includes features to prevent cache stampedes and thundering herds, along with distributed mutex and semaphore locking primitives for coordinating access to shared resources.