Crop plant microbiomes are increasingly seen as important in plant nutrition and health, and a key to maintaining food productivity. Currently, little is known of the temporal changes that occur in the wheat rhizosphere microbiome as the plant develops, and how this varies among different sites. We used a pot-based mesocosm experiment with the same modern wheat cultivar grown in eight soils from across the North China Plain, a major wheat producing area. DNA from rhizosphere soil was taken from wheat plants, from seedling up to grain harvesting stage, and amplicon sequenced for prokaryotes and microeukaryotes, followed by community analysis. Our results showed that rhizosphere diversity of prokaryotes and microeukaryotes increased over time in most sites. While there was turnover between earlier- and later-arriving species, the predominant successional model was accumulation, with early arrivals remaining in place as others colonized the rhizosphere. Rhizosphere community network modularity and stability increased during the development and maturation of the wheat plant. The abundances of certain stage-specific keystone species were correlated with eventual grain yield - suggesting a potentially important role in wheat production. Some keystone species belonged to groups previously implicated in various functions. This study provides a basis for further experimental investigation of the wheat rhizosphere microbiome, its role in determining crop yields, and the potential for microbiome engineering to promote yields. The sequential arrival and accumulation of microbiota suggests that deliberate inoculation might accelerate this process.