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Dynamically generate Grafana dashboard based on Prometheus metrics

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Dynamically generate Grafana dashboard based on Prometheus metrics

Have you ever needed to debug issues and ended up querying Prometheus for group({app="foo"}) by (__name__) to find out what metrics the app exposes and than querying all of them fo find anything suspicious? Or do you often encounter apps that do not have any official dashboard?

Well I have a good news for you, Autograf have you covered! 🎉

How does it work?

Autograf generates Grafana dashboard directly from /metrics or based on a metrics matching provided selector. Each metric has own panel optimized for its type and those are grouped based on metric namespacing. If you want Autograf can even upload the dashboard Right your to a Grafana for you!

autograf-2.webm

Installation

Using prebuilt binaries, Docker image of build it yourself.

go install github.com/fusakla/autograf@latest

or

make build

How to use?

./autograf --help
Usage: autograf

Autograf generates Grafana dashboard from Prometheus metrics either read from a /metrics endpoint or queried form live Prometheus instance. The dashboard JSON is by default printed to stdout. But can also upload
the dashboard directly to your Grafana instance. You can configure most of the flags using config file. See the docs.

Example from /metrics:

    curl http://foo.bar/metrics | autograf --metrics-file -

Example from Prometheus query:

    GRAFANA_TOKEN=xxx autograf --prometheus-url http://prometheus.foo --selector '{app="foo"}' --grafana-url http://grafana.bar

Flags:
  -h, --help                                       Show context-sensitive help.
      --debug                                      Enable debug logging
      --version                                    Print Autograf version and exit
  -f, --metrics-file=STRING                        File containing the metrics exposed by app (will read stdin if se to - )
      --open-metrics-format                        Metrics data are in the application/openmetrics-text format.
  -p, --prometheus-url=STRING                      URL of Prometheus instance to fetch the metrics from.
  -s, --selector=STRING                            Selector to filter metrics from the Prometheus instance.
      --grafana-variables=GRAFANA-VARIABLES,...    Labels used as a variables for filtering in dashboard
      --grafana-url=STRING                         URL of Grafana to upload the dashboard to, if not specified, dashboard JSON is printed to stdout
      --grafana-folder=STRING                      Name of target Grafana folder
      --grafana-dashboard-name=STRING              Name of the Grafana dashboard
      --grafana-data-source=STRING                 Name of the Grafana datasource to use
      --open-browser                               Open the Grafana dashboard automatically in browser

Loading data from all metrics exposed by app

curl -q http://demo.robustperception.io:9090/metrics | ./autograf --metrics-file -

Loading data from live Prometheus instance

Print Grafana dashboard JSON for all metrics matching selector {instance="demo.do.prometheus.io:9090", job="prometheus"} from the configured Prometheus instance.

autograf --prometheus-url http://demo.robustperception.io:9090 --selector '{instance="demo.do.prometheus.io:9090", job="prometheus"}'

Uploading dashboard directly to Grafana

GRAFANA_TOKEN="xxx" autograf --prometheus-url http://demo.robustperception.io:9090 --selector '{instance="demo.do.prometheus.io:9090", job="prometheus"}' --grafana-url https://foo.bar --grafana-folder test
Dashboard successfully generated, see https://grafana.foo.bar/d/ygUo8se7k/autograf-dashboard

Config file

If you do not want to set all the flags again and again you can use a config file. By default autograf looks for it in ~/.autograf.json and ~/.config/autograf.json but can be changed using the AUTOGRAF_CONFIG env variable. See the example used in the demo.

Config file syntax

{
    "prometheus_url": "http://demo.robustperception.io:9090",
    "grafana_url": "https://grafana.foo.bar",
    "grafana_dashboard_name": "Autograf",
    "grafana_folder": "FUSAKLAS garbage",
    "grafana_datasource": "Prometheus",
    "grafana_token": "xxx",
    "open_browser": true
}

Than you can use simply just this!

autograf -s {job='foo'}

Panel config customization (EXPERIMENTAL)

This feature allows you to customize how the panel will look like using the metric HELP text. To use it include in the and of the metric HELP string AUTOGRAF:{...} where the supported JSON options can be found in the PanelConfig. Example of such metric HELP can be found in the ./examples/metrics_custom.txt.

Future ideas

  • Autograf should actually be Grafana app plugin and user could just go to https://grafana.foo.bar/autograf?selector={foo="bar"} and the dashboard would show up right in the Grafana itself. Unfortunately my JS juju is not good enough for this.
  • Add custom visuals for well known metrics

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