A device for telemetry adaptation, comprising: one or more processors; a first connection interface to connect to a plurality of measurement sources and a second connection interface to connect to one or more servers of a monitoring system; a data collector agent module to be operated by at least one of the one or more processors to receive measurement data from the plurality of measurement sources according to an initial telemetry policy and to provide the measurement data to the one or more servers of the monitoring system and to an anomaly detection module; the an anomaly detection module to be operated by at least one of the one or more processors to receive measurement data from the data collector agent module, to detect an anomaly in the measurement data, and to provide an indication of the anomaly to the data collector agent module for the data collector agent module to provide a first modified telemetry policy to receive measurement data from the plurality of measurement sources according to the first modified telemetry policy; wherein the data collector agent module is further configured to provide to the one of more servers of the monitoring system a request for an analysis of the anomaly to identify a cause of the anomaly, wherein the request for an analysis of the anomaly to identify a cause of the anomaly includes a request for a root cause analysis of the anomaly; wherein the data collector agent module is further configured to, upon the indication of the anomaly to the data collector agent module, generate and provide to the plurality of measurement sources the first modified telemetry policy. one or more processors; a first connection interface to connect to a plurality of measurement sources and a second connection interface to connect to one or more servers of a monitoring system; a data collector agent module to be operated by at least one of the one or more processors to receive measurement data from the plurality of measurement sources according to an initial telemetry policy and to provide the measurement data to the one or more servers of the monitoring system and to an anomaly detection module; the an anomaly detection module to be operated by at least one of the one or more processors to receive measurement data from the data collector agent module, to detect an anomaly in the measurement data, and to provide an indication of the anomaly to the data collector agent module for the data collector agent module to provide a first modified telemetry policy to receive measurement data from the plurality of measurement sources according to the first modified telemetry policy; wherein the data collector agent module is further configured to provide to the one of more servers of the monitoring system a request for an analysis of the anomaly to identify a cause of the anomaly, wherein the request for an analysis of the anomaly to identify a cause of the anomaly includes a request for a root cause analysis of the anomaly; wherein the data collector agent module is further configured to, upon the indication of the anomaly to the data collector agent module, generate and provide to the plurality of measurement sources the first modified telemetry policy. <EOS>