Methods, apparatus, systems and articles of manufacture are disclosed for analyzing telemetry data in a networked computing environment. An example apparatus includes a client data datastore to store telemetry data and a first secret, the telemetry data and the first secret received from first computing environment; a client data analyzer to: apply a previously trained model to the telemetry data to determine an analysis result; and store the analysis result in association with the first secret; and a result interface to, in response to a request including a second secret: retrieve the stored result associated with the first secret that matches the second secret; transmit the stored results to the source of the request.