Docker - StatsD/Graphite/Grafana
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- Graphite: made up of three components: the graphite web app, the carbon relay daemon and the whisper data format.
- Graphite webapp: reads the data from files in Whisper and allows users to query the values and perform statistical operations on them. It's a Django webapp that renders graphs on-demand using Cairo
- StatsD: UDP based back-end proxy for the Graphite/Carbon metrics server. With StatsD, applications are to be instrumented by developers using language-specific client libraries. It sends aggregates to one or more pluggable backend services such as Graphite.
- StatsD client library: sends each individual call to the StatsD server over a UDP.
- StatsD daemon: listens to the UDP traffic from all application libraries, aggregate data over time and flush it at the desired interval to the backend.
- Carbon: a daemon that listens on a TCP socket for time-series data which it persists to files in the whisper format.
- Whisper: time-series database library.
- CollectD: statistics collection daemon that periodically polls various sources for metrics. Tle latest CollectD supports StatsD as an input, so there is no need to run separate daemon.
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Modified from this source: https://graphite.readthedocs.io/en/latest/faq.html
Let's start a Docker container named: graphite.
docker run -d\ --name graphite\ --restart=always\ -p 80:80\ -p 81:81\ -p 2003-2004:2003-2004\ -p 2023-2024:2023-2024\ -p 8125:8125/udp\ -p 8126:8126\ hopsoft/graphite-statsd
The mapped ports look like this:
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As we can see below, this starts a Docker container named: graphite:
$ docker ps CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES a592790295c4 graphiteapp/graphite-statsd "/entrypoint" 6 minutes ago Up 6 minutes 0.0.0.0:80->80/tcp, 0.0.0.0:2003-2004->2003-2004/tcp, 2013-2014/tcp, 8080/tcp, 0.0.0.0:2023-2024->2023-2024/tcp, 0.0.0.0:8126->8126/tcp, 8125/tcp, 0.0.0.0:8125->8125/udp graphite
To send some stats, let's create stats with a random counter using netcat with 1 sec timeout and UDP to localhost at port 8125:
$ while true; do echo -n "example:$((RANDOM % 100)) " | nc -w 1 -u 127.0.0.1 8125; done
Visuaized (http://localhost:81/render?from=-10mins&until=now&target=stats.example):
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Graphite is available at: http://localhost:81:
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Let's login at http://localhost:81/account/login with root/root:
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Then, update the admin user's profile at: http://localhost:81/admin/users/edit/1:
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We can visualize the data, open a browser with this url: http://localhost:81/render?from=-10mins&until=now&target=stats.example
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Let's login at: http://localhost with admin/admin:
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Then, we may want to update the admin user's profile at: http://localhost/admin/users/edit/1
Note that Grafana and graphite are separate applications. Grafana is for visualizing data, especially time series databases. Graphite is a time series databases. Grafana can also visualize data from InfluxDB, Prometheus, ElasticSearch:
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Click Save & Test.
More to come...
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Ph.D. / Golden Gate Ave, San Francisco / Seoul National Univ / Carnegie Mellon / UC Berkeley / DevOps / Deep Learning / Visualization