Currently existing data sources for informetric research are far from being perfect. Being aware of the limitations and a closer inspection of the data we work with can improve the validity and interpretation of our findings. In the talk I will discuss current limitations of several data sources, emphasize the ever-changing nature of these sources and recommend trying to understand the specific problems and limitations at the time the study is conducted instead of relying on previous studies regarding possible limitations.