Numerous studies have been devoted to individual cases of horizontally acquired genes in fungi. It has been shown that such genes expand their metabolic capabilities and contribute to their adaptations as parasites or symbionts. Some studies have provided a more extensive characterization of the horizontal gene transfer (HGT) in Dikarya. However, in the early diverging fungi (EDF), the overall influence of HGT on the ecological adaptation and evolution is largely unknown. In order to fill this gap, we have designed a computational pipeline to obtain a sample of over 600 phylogenetic trees with evidence for recent to moderately old HGT across multiple EDF genomes ranging from Chytridiomycota and Blastocladiomycota to Mucoromycota. Our pipeline is designed to obtain a small sample of reliable HGT events with a possibly minimal number of false detections that distort the overall statistical patterns. We show that transfer rates differ greatly between closely related species and strains, but the ancestrally aquatic fungi are generally more likely to acquire foreign genetic material than terrestrial ones. A close ecological relationship with another organism is a predisposing condition, but does not always result in an extensive gene exchange, with some fungal lineages showing a preference for HGT from loosely associated soil bacteria.ImportanceAlthough it is now recognized that horizontal gene exchange is a factor influencing the adaptation and evolution of eukaryotic organisms, the so far described cases in early diverging fungi (EDF) are fragmentary, and a large-scale comprehensive study is lacking. We have designed a methodology to obtain a reliable, statistical sample of inter-kingdom xenologs across the tree of life of EDF to give a preliminary characterization of their general properties and patterns. We study how different fungal lineages vary in terms of the number of xenologs, what are their ecological associations, and the molecular properties of proteins encoded by the acquired genes. Our results help to better understand to what extent and in what way the incorporation of foreign genetic material shaped the present biodiversity of fungi.