Techniques for discovery of applications based on application logs are disclosed. In one embodiment, a system may include a log analyzer to receive application logs generated by a plurality of applications running in a computing environment and analyze the received application logs using a trained initialization model to parse information about the plurality of applications. Further, the system may include an application discovery unit to determine a presence of an application running on a compute node in the computing environment using the parsed information about the plurality of applications.