- Geo Satellites only provide 2-Dimensional measurement and lack vertical wind measurements
- Weather balloons take very sparse (on a global scale), in-situ data, only fly twice per day and don’t fly at the poles
- Doppler radar has limited range, and covers very little area of the poles and open oceans
