A short history about blood flow observation and modeling is presented. Then different microscopic approches of vesicles, capsules and red blood cells under flow are discussed with several results regarding inidividual and collective dynamics in simple and complex geometries. Confrontations with experiments will be presented when possible. We shall list major open issues in this field which knows a tremendous upsurge of interest in various communities, ranging from medical science to applied mathematics.