Serving real-time big data analytics on browser using probabilistic data structures

Fecha de publicación: 05/09/2023
Fuente: Wipo "BigData"
Some embodiments may be associated with a cloud computing environment. A computer processor of a data analysis server may receive a stream of big data associated with the cloud computing environment. The data analysis server may then create a probabilistic data structure (e.g., a sketch) representing the received stream of big data and store the created probabilistic data structure into the probabilistic data structure repository. A request for data analytics is then received from a remote client browser. Responsive to the received request, the data analysis server may retrieve the probabilistic data structure from the probabilistic data structure repository and push a WebAssembly (“Wasm”) module and the retrieved probabilistic data structure to the client browser. According to some embodiments, the data analysis server may then receive new updates to the stream of big data and send delta changes to the client browser via a WebSocket protocol.