The application provides a
time series data
hybrid retrieval method, device and equipment for a security scene. The method comprises: data storage by using a multi-
database cooperative storage architecture, the multi-
database cooperative storage architecture comprising a vector
database, a structured database, a cache database and a
raw data backup database, each database storing corresponding type data according to a preset rule; according to a retrieval request of a user, retrieving results are obtained from the structured database, or a
hybrid retrieval mode is started to obtain retrieval results from the vector database and / or the structured database; and the retrieval results are returned to the user. It can be seen that the application realizes efficient
hybrid retrieval of structured attributes and high-dimensional feature vectors, improves the
time series data retrieval performance and
storage efficiency, and meets the large-scale and high real-time retrieval requirements of the security scene.