Abstract: In a computer-implemented method for automatic transformation of time series data at ingestion, time series data comprising data points is received at at least one ingestion node of a time series data monitoring system, wherein the data points have an input observability format. At the at least one ingestion node, the data points the data points are transformed from the input observability format to an output observability format according to configuration rules of the time series data monitoring system. The data points having the output observability format are forwarded from the at least one ingestion node to a persistent storage device.

Abstract: In a method for secure ingestion of metrics of time series data, an ingestion request for ingesting at least one metric of time series data is received, the ingestion request including an identifier. The ingestion request is validated against a security policy according to the identifier. The ingestion request is updated to exclude any metric indicated in the security policy as excluded according to the identifier. The at least one metric of time series data is ingested according to the ingestion request.

Abstract: In a method for secure access to metrics of time series data, an access request for accessing at least one metric of time series data is received, the access request including an identifier. The access request is validated against a security policy according to the identifier. The access request is updated to exclude any metric indicated in the security policy as excluded according to the identifier. Results of the access request are returned.