MISC-TN-029 — A monitoring system for IoT devices with Glances, InfluxDB, and Grafana

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SBCSPG-1.jpg Applies to SBCSPG
Cloud-computing-banner.jpg Applies to IoT
Warning-icon.png This technical note was validated against specific versions of hardware and software. It may not work with other versions. Warning-icon.png


History[edit | edit source]

Version Date Notes
1.0.0 September 2023 First public release

Introduction[edit | edit source]

When dealing with IoT fleets, one of the major concerns is monitoring the devices' health status. The "health status" is a generic expression that may include tons of parameters, ranging from the system-on-chip's temperature to the number of processes running in Linux's user space.

This Technical Note (TN for short) illustrates how to combine some well-known, open-source software to implement a monitoring system for such devices. It is based on:

  • Grafana: visualization and analytics software.
  • InfluxDB 2.0: a time series database.
  • Glances: a cross-platform system monitoring tool written in Python.

In essence, the example described implements the following scheme.

TBD

The IoT device is an SBCSPG IIoT gateway running Debian Bullseye. An instance of Glances runs on SBCSPG for collecting data (CPU load, memory usage, network traffic, etc.). These data are pushed into InfluxDB. Grafana retrieves these data from the database and shows them in a beautiful dashboard.

For the sake of simplicity, Grafana and InfluxDB were installed on the same host, but they can indeed run on different machines.

Setting up InfluxDB 2.0 and Grafana[edit | edit source]

Getting the API token from Grafana
Grafana dashboard showing collected data

armbian@sbcspg:~/devel/glances$ python3 -m venv ~/devel/glances/venv/ armbian@sbcspg:~/devel/glances$ source env/bin/activate -bash: env/bin/activate: No such file or directory armbian@sbcspg:~/devel/glances$ source venv/bin/activate (venv) armbian@sbcspg:~/devel/glances$ pip install glances bottle influxdb Collecting glances

 Downloading Glances-3.4.0.3-py3-none-any.whl (697 kB)
    |████████████████████████████████| 697 kB 1.4 MB/s 

Collecting bottle

 Downloading bottle-0.12.25-py3-none-any.whl (90 kB)
    |████████████████████████████████| 90 kB 800 kB/s 

Collecting influxdb

 Downloading influxdb-5.3.1-py2.py3-none-any.whl (77 kB)
    |████████████████████████████████| 77 kB 426 kB/s 

Collecting ujson>=5.4.0

 Downloading ujson-5.8.0.tar.gz (7.2 MB)
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 Installing build dependencies ... done
 WARNING: Missing build requirements in pyproject.toml for ujson>=5.4.0 from https://files.pythonhosted.org/packages/15/16/ff0a051f9a6e122f07630ed1e9cbe0e0b769273e123673f0d2aa17fe3a36/ujson-5.8.0.tar.gz#sha256=78e318def4ade898a461b3d92a79f9441e7e0e4d2ad5419abed4336d702c7425 (from glances).
 WARNING: The project does not specify a build backend, and pip cannot fall back to setuptools without 'wheel'.
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Collecting defusedxml

 Downloading defusedxml-0.7.1-py2.py3-none-any.whl (25 kB)

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Collecting packaging

 Using cached packaging-23.1-py3-none-any.whl (48 kB)

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 Downloading msgpack-1.0.6.tar.gz (166 kB)
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Collecting urllib3<3,>=1.21.1

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 Downloading certifi-2023.7.22-py3-none-any.whl (158 kB)
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Building wheels for collected packages: psutil, ujson, msgpack

 Building wheel for psutil (PEP 517) ... done
 Created wheel for psutil: filename=psutil-5.9.5-cp39-abi3-linux_armv7l.whl size=275912 sha256=d0b38cd2abba96499a39acfc923ec66a9ada40e3264035e2d0739d60a500ac1a
 Stored in directory: /home/armbian/.cache/pip/wheels/74/d1/7d/d9ae7d9aea0f1cebed73f37868df7b5f3333e7f30163b3e558
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 Created wheel for ujson: filename=ujson-5.8.0-cp39-cp39-linux_armv7l.whl size=43721 sha256=e75aa525edb1accecce46ffb68467622bd9f6976712e7d651340ddb380ba6335
 Stored in directory: /home/armbian/.cache/pip/wheels/fa/b8/d0/86f0f82c834d098fca594ab0fb3ca6d4b9d726b386d1e02885
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 Created wheel for msgpack: filename=msgpack-1.0.6-cp39-cp39-linux_armv7l.whl size=487508 sha256=9e70c81642dc8f1cebb7dfdf407a41f076e8b46d717085560729105821d0ff9e
 Stored in directory: /home/armbian/.cache/pip/wheels/37/4e/d3/fa9d02a88faaceddfc21a594ad8673ba36dd2766c21bee55b6

Successfully built psutil ujson msgpack Installing collected packages: urllib3, six, idna, charset-normalizer, certifi, ujson, requests, pytz, python-dateutil, psutil, packaging, msgpack, defusedxml, influxdb, glances, bottle Successfully installed bottle-0.12.25 certifi-2023.7.22 charset-normalizer-3.2.0 defusedxml-0.7.1 glances-3.4.0.3 idna-3.4 influxdb-5.3.1 msgpack-1.0.6 packaging-23.1 psutil-5.9.5 python-dateutil-2.8.2 pytz-2023.3.post1 requests-2.31.0 six-1.16.0 ujson-5.8.0 urllib3-2.0.5 (venv) armbian@sbcspg:~/devel/glances$ pip install 'influxdb-client[ciso]' Collecting influxdb-client[ciso]

 Downloading influxdb_client-1.37.0-py3-none-any.whl (743 kB)
    |████████████████████████████████| 743 kB 498 kB/s 

Requirement already satisfied: certifi>=14.05.14 in ./venv/lib/python3.9/site-packages (from influxdb-client[ciso]) (2023.7.22) Requirement already satisfied: setuptools>=21.0.0 in ./venv/lib/python3.9/site-packages (from influxdb-client[ciso]) (44.1.1) Requirement already satisfied: urllib3>=1.26.0 in ./venv/lib/python3.9/site-packages (from influxdb-client[ciso]) (2.0.5) Requirement already satisfied: python-dateutil>=2.5.3 in ./venv/lib/python3.9/site-packages (from influxdb-client[ciso]) (2.8.2) Collecting reactivex>=4.0.4

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 Downloading ciso8601-2.3.0.tar.gz (26 kB)
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Requirement already satisfied: six>=1.5 in ./venv/lib/python3.9/site-packages (from python-dateutil>=2.5.3->influxdb-client[ciso]) (1.16.0) Collecting typing-extensions<5.0.0,>=4.1.1

 Using cached typing_extensions-4.8.0-py3-none-any.whl (31 kB)

Building wheels for collected packages: ciso8601

 Building wheel for ciso8601 (PEP 517) ... done
 Created wheel for ciso8601: filename=ciso8601-2.3.0-cp39-cp39-linux_armv7l.whl size=35221 sha256=ad5df00eaede09786d81ef5a668ffd6e822101ae12d7b57006f4e6ce3c9f524b
 Stored in directory: /home/armbian/.cache/pip/wheels/27/60/c3/7db442d55c9a26ebfbe9d05ce281f045005d5c40296b1fa332

Successfully built ciso8601 Installing collected packages: typing-extensions, reactivex, influxdb-client, ciso8601 Successfully installed ciso8601-2.3.0 influxdb-client-1.37.0 reactivex-4.0.4 typing-extensions-4.8.0 (venv) armbian@sbcspg:~/.config/glances$ cp -v ~/devel/glances/venv/share/doc/glances/glances.conf . '/home/armbian/devel/glances/venv/share/doc/glances/glances.conf' -> './glances.conf'

[influxdb2]

  1. Configuration for the --export influxdb2 option
  2. https://influxdb.com/

host=192.168.0.21 port=8086 protocol=http org=nicolargo bucket=glances token=ZWZfgKt6O_GS38xzRZIAEFwXfeCh1pyYIDfBXFaeGig9eJvzdi1pFKseXVq8n-rkJ1MD-7mPS>

  1. Set the interval between two exports (in seconds)
  2. If the interval is set to 0, the Glances refresh time is used (default behavo>
  3. interval=0
  4. Prefix will be added for all measurement name
  5. Ex: prefix=foo
  6. => foo.cpu
  7. => foo.mem
  8. You can also use dynamic values
  9. prefix=foo
  10. Following tags will be added for all measurements
  11. You can also use dynamic values.
  12. Note: hostname is always added as a tag
  13. tags=foo:bar,spam:eggs,domain:`domainname`

(venv) armbian@sbcspg:~/.config/glances$ glances -q --export influxdb2