In this chapter the authors endeavor to expose the singularity of profiling techniques, data mining or knowledge discovery in databases. Pursuant to this, they point at a number of caveats that are linked to the specifics of profiling. Those caveats pertain to issues related to dependence, privacy, data protection, fairness (non-discrimination), due process, auditability and transparency of the profilers and knowledge asymmetries