Abstract: In a computer-implemented method for generating a recommendation for automatic transformation of times series data at ingestion, historical query data of a time series data monitoring system is analyzed, where the historical query data includes a plurality of queries and data associated with execution of the plurality of queries. Based on the analyzing, it is determined whether an execution cost of a query of the plurality of queries can be reduced by performing automatic transformation of at least a portion of times series data accessed responsive to the query at ingestion into the time series data monitoring system. In response to determining that the execution cost of the query can be reduced by performing automatic transformation at ingestion, a recommendation to perform the automatic transformation of the at least a portion of the times series data at ingestion is generated.

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.