Cognitive computing has become an integral part of computational science. Cognitive computing has attracted the attention of all sectors of society and promoted the development of many scientific fields. Cognitive computing has a profound influence on library and intelligence, and also has formed a cross-cutting field of cognitive intelligence. The paper focuses on the influence of cognitive computing on library and intelligence in data-intensive environment, the proposal and development of cognitive intelligence, and the application of cognitive computing in library and intelligence.