The leaf-associated microbiome plays a crucial role in plant health and persistence to biotic and abiotic perturbations. However, factors that drive long-term seasonal adaptations of the leaf microbiome, particularly in response to combined stresses, are not well understood. To investigate seasonal adaptation of the leaf microbiome over five years, we analyzed changes in bacterial, fungal and general eukaryotic communities in and onArabidopsis thalianaleaves from natural populations using molecular markers. We collected samples during spring and fall and used linear regression models and co-occurrence networks to examine the roles of abiotic perturbations, space, and time in shaping the microbiome. Consistent with previous studies, time, space, and host compartment explained more than 18% of microbial community variation. Moreover, we dissect environmental factors that significantly impact microbial community variation. Additionally, we explored the effects of diversity and environmental factors on microbial network complexity and found that decreased diversity was correlated with increased complexity of microbial networks over growing seasons. We were thus able to identify individual microbial taxa that are adapted to specific seasons and their response to abiotic perturbations. We conclude that seasonality adaptation of leaf microbiota is significantly shaped by three environmental factors: radiation, wind speed and drought. Based on our findings we therefore hypothesize that beside space, time and compartment, diversity and stability of microbe-microbe interactions in the phyllosphere are predominantly shaped by a small set of environmental perturbations. Our findings have practical implications for the selection and development of field-adapted probiotics for agricultural applications.