Cardinality of time series
Querying of time-aware metrics time series includes receiving a query, the query comprising a set of query metadata and a query time range. It further includes, based at least in part on the set of query metadata and the query time range, selecting a time series from a plurality of metrics time series. Each metrics time series in the plurality of metrics time series is associated with a set of metadata and an active interval of time. A set of metadata associated with the selected time series matches the set of query metadata, and an active interval of time associated with the selected metrics time series intersects with the query time range. The selected metrics time series is returned.
1. A system, comprising:
a processor configured to:
receive a query, the query comprising a set of query metadata and a query time range;
scan a metadata catalog based at least in part on the set of query metadata and the query time range, wherein the metadata catalog comprises a plurality of metadata entries corresponding to a respective plurality of metrics time series, wherein a metadata entry corresponding to a metrics time series comprises: (1) a set of identifying metadata, (2) a first field corresponding to a first timestamp tracked for the metrics time series that indicates a first time that a data point was observed for the metrics time series, and (3) a second field corresponding to a second timestamp tracked for the metrics time series that indicates a last time that a data point was observed for the metrics time series, wherein the first timestamp and the second timestamp define an active interval of time associated with the metrics time series, and wherein the scanning of the metadata catalog comprises determining that:
at least a portion of the set of identifying metadata in the metadata entry corresponding to the metrics time series matches at least a portion of the set of query metadata; and
the active interval of time defined by the first and second timestamps in the metadata entry corresponding to the metrics time series intersects with the query time range; and
based at least in part on the scanning, return the metrics time series; and
a memory coupled to the processor and configured to provide the processor with instructions.
2. The system of claim 1 , wherein scanning the metadata catalog comprises filtering out metrics time series in the plurality whose active interval of time does not intersect with the query time range.
3. A method, comprising:
receiving a query, the query comprising a set of query metadata and a query time range;
scanning a metadata catalog based at least in part on the set of query metadata and the query time range, wherein the metadata catalog comprises a plurality of metadata entries corresponding to a respective plurality of metrics time series, wherein a metadata entry corresponding to a metrics time series comprises: (1) a set of identifying metadata, (2) a first field corresponding to a first timestamp tracked for the metrics time series that indicates a first time that a data point was observed for the metrics time series, and (3) a second field corresponding to a second timestamp tracked for the metrics time series that indicates a last time that a data point was observed for the metrics time series, wherein the first timestamp and the second timestamp define an active interval of time associated with the metrics time series, and wherein the scanning of the metadata catalog comprises determining that:
at least a portion of the set of identifying metadata in the metadata entry corresponding to the metrics time series matches at least a portion of the set of query metadata; and
the active interval of time defined by the first and second timestamps in the metadata entry corresponding to the metrics time series intersects with the query time range; and
based at least in part on the scanning, returning the metrics time series.
4. The method of claim 3 , wherein scanning the metadata catalog comprises filtering out metrics time series in the plurality whose active interval of time does not intersect with the query time range.
5. A computer program product embodied in a non-transitory computer readable storage medium and comprising computer instructions for:
receiving a query, the query comprising a set of query metadata and a query time range;
scanning a metadata catalog based at least in part on the set of query metadata and the query time range, wherein the metadata catalog comprises a plurality of metadata entries corresponding to a respective plurality of metrics time series, wherein a metadata entry corresponding to a metrics time series comprises: (1) a set of identifying metadata, (2) a first field corresponding to a first timestamp tracked for the metrics time series that indicates a first time that a data point was observed for the metrics time series, and (3) a second field corresponding to a second timestamp tracked for the metrics time series that indicates a last time that a data point was observed for the metrics time series, wherein the first timestamp and the second timestamp define an active interval of time associated with the metrics time series, and wherein the scanning of the metadata catalog comprises determining that:
at least a portion of the set of identifying metadata in the metadata entry corresponding to the metrics time series matches at least a portion of the set of query metadata; and
the active interval of time defined by the first and second timestamps in the metadata entry corresponding to the metrics time series intersects with the query time range; and
based at least in part on the scanning, returning the metrics time series.
6. The computer program product of claim 5 , wherein scanning the metadata catalog comprises filtering out metrics time series in the plurality whose active interval of time does not intersect with the query time range.