In the era of big data, the internal structure of the community education and learning community should be balanced and open, and the education management should be standardized and orderly. However, in reality, there are many problems in the construction process of community education and learning communities, such as a simple structure of learning communities, a single and scarce environment, and arbitrary educational management. Nowadays, community education construction should focus on promoting the change of internal mechanism, exploring community learning content, constructing the new O2O learning forms and enhancing the learning motivation of core members. Only by building a good environment for the entire learning community, optimize resource allocation and build a good ecology, can we promote the construction and development of community education and learning communities.