Intent-based analytics
In performing network analysis, a declarative specification of a collector element and a declarative specification of a processing element are received. The declarative specification of the collector element specifies a dynamically updating query associated with networking components of a computer network. The processing element dynamically processes dynamically updated results of the dynamically updating query. At least the collector element and the processing element are executed. An indication of a detected anomaly is provided based at least in part on a result of the execution of the collector element and the processing element.
1. A method of network analysis performed by one or more servers, comprising:
receiving, for a collector element, a first declarative specification that specifies a dynamically updating query associated with networking components of a computer network, wherein the query identifies criteria that match a portion of the computer network and the collector element is capable of implementing a variety of different queries including the received dynamically updating query;
receiving, for a processing element, a second declarative specification, wherein the processing element is configured to receive dynamically updated results of the dynamically updating query of the collector element and dynamically process the dynamically updated results of the dynamically updating query;
executing at least the collector element and the processing element as separate elements to implement the dynamically updating query based on the first declarative specification and process the dynamically updated results of the dynamically updating query based on the second declarative specification, including by in response to a detected change in the network that would affect the dynamically updating query, identifying that the collector element and/or the processing element is affected by the detected change and enabling the collector element and/or the processing element to automatically and dynamically adapt to the detected change, wherein the dynamically updated results are updated due to the detected change in the network; and
providing an indication of a detected anomaly based at least in part on the updated dynamically updated results of the dynamically updating query.
2. The method of claim 1 , wherein the dynamically updating query is for a graph representation of the networking components of the computer network.
3. The method of claim 2 , wherein the graph representation includes a computing infrastructure node and a computing infrastructure edge; the computing infrastructure node comprises one or more of the following: an identifier, a type, a label, a tag, and a property; and the computing infrastructure edge comprises one or more of the following: an identifier, a type, a label, a tag, a source node, a target node, and a property.
4. The method of claim 2 , wherein telemetry data of the networking components of the computer network is stored in the graph representation.
5. The method of claim 1 , wherein the dynamically updating query identifies a pattern of an interrelated set of computing infrastructure nodes and computing infrastructure edges of the computer network.
6. The method of claim 1 , wherein the detected anomaly indicates an anomaly in a performance of the computer network.
7. The method of claim 1 , wherein the collector element and the processing element are included in a directed acyclic graph of stages in performing the network analysis.
8. The method of claim 1 , wherein a result of the execution is aggregated with a previous result of a previous execution of the collector element and the processing element.
9. The method of claim 8 , wherein the detected anomaly is based at least in part on the aggregated result.
10. The method of claim 1 , wherein the first declarative specification of the collector element and the second declarative specification of the processing element are included in an HTTP POST request.
11. The method of claim 1 , wherein executing the processing element includes executing the processing element in parallel with another processing element of the network analysis.
12. The method of claim 1 , wherein component results of a plurality of processing elements executed in parallel are gathered together and the result of the execution is based at least in part on the gathered components results.
13. The method of claim 1 , wherein the indication of the detected anomaly is provided via a graphical user interface.
14. The method of claim 1 , wherein the indication of the detected anomaly is provided via a streaming message.
15. The method of claim 1 , further comprising automatically performing a responsive action based on the indication of the detected anomaly.
16. The method of claim 1 , wherein providing the indication of the detected anomaly includes providing an analysis report of telemetry data gathered from one or more of the networking components of the computer network.
17. A system for network analysis, comprising:
one or more processors configured to:
receive, for a collector element, a first declarative specification that specifies a dynamically updating query associated with networking components of a computer network, wherein the query identifies criteria that match a portion of the computer network and the collector element is capable of implementing a variety of different queries including the received dynamically updating query;
receive, for a processing element, a second declarative specification, wherein the processing element is configured to receive dynamically updated results of the dynamically updating query of the collector element and dynamically process the dynamically updated results of the dynamically updating query;
execute at least the collector element and the processing element as separate elements to implement the dynamically updating query based on the first declarative specification and process the dynamically updated results of the dynamically updating query based on the second declarative specification, including by being configured to, in response to a detected change in the network that would affect the dynamically updating query, identify that the collector element and/or the processing element is affected by the detected change and enable the collector element and/or the processing element to automatically and dynamically adapt to the detected change, wherein the dynamically updated results are to be updated due to the detected change in the network; and
provide an indication of a detected anomaly based at least in part on the updated dynamically updated results of the dynamically updating query; and
a memory coupled to at least one of the one or more processors and configured to provide at least one of the one or more processors with instructions.
18. The system of claim 17 , wherein the one or more processors are further configured to automatically perform a responsive action based on the indication of the detected anomaly.
19. The system of claim 17 , wherein the one or more processors are configured to provide the indication of the detected anomaly including by being configured to provide an analysis report of telemetry data gathered from one or more of the networking components of the computer network.
20. A computer program product for network analysis, the computer program product being embodied in a non-transitory computer readable storage medium and comprising computer instructions for:
receiving, for a collector element, a first declarative specification that specifies a dynamically updating query associated with networking components of a computer network, wherein the query identifies criteria that match a portion of the computer network and the collector element is capable of implementing a variety of different queries including the received dynamically updating query;
receiving, for a processing element, a second declarative specification, wherein the processing element is configured to receive dynamically updated results of the dynamically updating query of the collector element and dynamically process the dynamically updated results of the dynamically updating query;
executing at least the collector element and the processing element as separate elements to implement the dynamically updating query based on the first declarative specification and process the dynamically updated results of the dynamically updating query based on the second declarative specification, including by in response to a detected change in the network that would affect the dynamically updating query, identifying that the collector element and/or the processing element is affected by the detected change and enabling the collector element and/or the processing element to automatically and dynamically adapt to the detected change, wherein the dynamically updated results are updated due to the detected change in the network; and
providing an indication of a detected anomaly based at least in part on the updated dynamically updated results of the dynamically updating query.