As researchers actually start to deploy Wireless Sensor Networks (WSNs) in the real-world, they are confronted with misbehaviors and problems not detected or seen during previous simulations or lab tests. Monitoring and debugging a deployed sensor network is often more difficult and more expensive than earlier in-house tests as the network might be hard to reach or located in an humanunfriendly environment. Furthermore, as these networks are optimized to fulfill their task with minimal energy consumption, it is hard to collect enough information to understand and solve such problems. The gathering of exhaustive information for debugging purposes would require changes to the distributed application thus modifying its behavior and might lead to additional bugs. In this extended abstract, we present our preliminary work on non-intrusive debugging of WSNs, which, as we envision, will shorten and simplify the deployment phase of future WSN applications.