Monitor your celery application from within AWS CloudWatch!
The following events are tallied per task:
- CeleryEventSent
- CeleryEventStarted
- CeleryEventSucceeded
- CeleryEventFailed
You can then see how many tasks/day, tasks/week etc are being completed.
Also, we record the total waiting/running per task:
- CeleryNumWaiting
- CeleryNumRunning
Also, statistics on task duration are sent in the metrics:
- CeleryWaitingTime
- CeleryProcessingTime
These metrics are sent with all supported stats (No. Events, Sum, Max, Min), allowing you to gain insight into your task processing and match requests and capacity.
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Set up an IAM Role for your instance.
It must include a policy to perform 'PutMetricData', eg:
{ "Version": "2000-01-01", "Statement": [ { "Effect": "Allow", "Action": [ "cloudwatch:PutMetricData" ], "Resource": [ "*" ] } ] }(Note: Alternatively, you can set up a
Userwith the same policy and provide access details that way) -
Install via
python-pip(and upgrade pip & boto)sudo apt-get install -y python-pip sudo pip install --upgrade pip boto # Install directly sudo pip install celery-cloudwatch # OR, install in a virtualenv sudo apt-get install -y python-virtualenv mkdir /var/python-envs virtualenv /var/python-envs/ccwatch source /var/python-envs/ccwatch/bin/activate pip install celery-cloudwatch
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Create your own
boto.cfgat/etc/boto.cfg-[Credentials] # if not using an IAM Role - provide aws key/secret aws_access_key_id = xxx aws_secret_access_key = yyy [Boto] cloudwatch_region_name = my-region cloudwatch_region_endpoint = monitoring.my-region.amazonaws.com -
Create your own config file in
/etc/ccwatch.yamlccwatch: broker: null camera: celery_cloudwatch.CloudWatchCamera verbose: no camera: frequency: 60.0 verbose: no cloudwatch-camera: dryrun: no namespace: celery tasks: - myapp.mytasks.taskname - myapp.mytasks.anothertask - myapp.mytasks.thirdtask - name: myapp.secondarytasks dimensions: task: myapp.secondarytasks customDim: value - name: myapp.tertiarytasks dimensions: task: myapp.tertiarytasks customDim: value -
Install upstart
Create a file
/etc/init/celery-cloudwatch.conf-description "Celery CloudWatch" author "nathan muir <ndmuir@gmail.com>" setuid nobody setgid nogroup start on runlevel [234] stop on runlevel [0156] exec /var/python-envs/ccwatch/bin/ccwatch respawnthen-
sudo initctl reload-configuration sudo service celery-cloudwatch start
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Start Celery your celery workers with the
-E(orCELERY_SEND_EVENTS=1andCELERY_TRACK_STARTED=1) options, and, start celery clients withCELERY_SEND_TASK_SENT_EVENT=1 -
All done! head over to your CloudWatch monitoring page to see the results!