Digital health technology (DHT) is increasingly used to facilitate the conduct of clinical drug trials. The European regulatory environment would benefit from some adjustments to realize the full potential of DHTs. Considering current discussions such as the European Accelerating Clinical Trial Initiative (ACT EU), we propose four concrete adjustments to this regulatory landscape to introduce risk-based qualification approaches for DHTs. In our view, these changes would have the potential to facilitate the use of DHT in clinical research and thus provide access to innovative therapies in Europe.