Ditto employs stateful property-based testing to enhance the reliability of its Conflict-Free Replicated Data Types (CRDTs), crucial for distributed systems that manage conflicting updates in peer-to-peer applications. CRDTs allow Ditto's Document Database to seamlessly integrate concurrent changes, but the complexity inherent in their design poses challenges, exemplified by Ditto's effort to introduce a CRDT Map supporting both "Add Wins" and "Remove Wins" behaviors. Testing revealed unexpected behavior in CRDT implementations, highlighting the importance of property-based testing, which generates varied inputs to uncover discrepancies between models and systems under test. This approach exposed issues in an academic paper's optimized CRDT, which failed to meet essential CRDT properties like idempotency, commutativity, and associativity. The blog post emphasizes the significance of such testing methodologies in developing robust CRDTs and announces upcoming enhancements to the Ditto platform.