The EU-funded WeHealth project aims to conduct research on pervasive eHealth and establish a sustainable network of research and dissemination across Europe. WeHealth will focus on data-driven healthcare, human factors in pervasive health and federated machine learning. It is expected that the outcomes of the project will be shared among early-stage researchers and researchers in target institutions. Additionally, WeHealth will feature training of administrative staff to improve their skills in project management and administration of research. The consortium will include partners from North Macedonia, Slovenia, Portugal, Italy and Germany. Ultimately, WeHealth will enable a new generation of researchers in these countries to develop and adapt novel eHealth technologies, exploitable in the longer run in their different healthcare contexts.