Prometheus metrics exporter for Celery
Project description
Celery Exporter
Celery Exporter is a Prometheus metrics exporter for Celery 4, written in python.
Here the list of exposed metrics:
celery_tasks_total
exposes the number of tasks currently known to the queue labeled byname
,state
andnamespace
.celery_tasks_runtime_seconds
tracks the number of seconds tasks take until completed as histogram labeled byname
andnamespace
celery_tasks_latency_seconds
exposes a histogram of task latency, i.e. the time until tasks are picked up by a workercelery_workers
exposes the number of currently probably alive workers
Requirements
Dependencies
The project comes with redis
lib already installed, you have to install any other dependency in case you are using other brokers.
Celery app
Celery workers have to be configured to send task-related events: http://docs.celeryproject.org/en/latest/userguide/configuration.html#worker-send-task-events.
Celery Exporter is able to enable events on your workers (see Command Options).
Install and Run
Manual Setup
# Install
$ pip install celery-exporter
# Run
$ celery-exporter
Docker
# Download image
$ docker pull ovalmoney/celery-exporter
# Run it
$ docker run -it --rm ovalmoney/celery-exporter
Command Options
$ celery-exporter --help
Usage: celery-exporter [OPTIONS]
Options:
-b, --broker-url TEXT URL to the Celery broker. [env var:
CELERY_EXPORTER_BROKER_URL; default:
redis://redis:6379/0]
-l, --listen-address TEXT Address the HTTPD should listen on. [env var:
CELERY_EXPORTER_LISTEN_ADDRESS; default:
0.0.0.0:9540]
-m, --max-tasks INTEGER Tasks cache size. [env var:
CELERY_EXPORTER_MAX_TASKS; default: 10000]
-n, --namespace TEXT Namespace for metrics. [env var:
CELERY_EXPORTER_NAMESPACE; default: celery]
--transport-options TEXT JSON object with additional options passed to the
underlying transport.
--enable-events Periodically enable Celery events.
--tz TEXT Timezone used by the celery app.
--verbose Enable verbose logging.
--version Show the version and exit.
--help Show this message and exit.
If you then look at the exposed metrics, you should see something like this:
# HELP celery_workers Number of alive workers
# TYPE celery_workers gauge
celery_workers{namespace="celery"} 1.0
# HELP celery_tasks_total Number of tasks per state
# TYPE celery_tasks_total gauge
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="RECEIVED"} 0.0
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="PENDING"} 0.0
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="STARTED"} 0.0
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="RETRY"} 0.0
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="FAILURE"} 0.0
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="REVOKED"} 0.0
celery_tasks_total{name="my_app.tasks.calculate_something",namespace="celery",state="SUCCESS"} 1.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="RECEIVED"} 3.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="PENDING"} 0.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="STARTED"} 1.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="RETRY"} 2.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="FAILURE"} 1.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="REVOKED"} 0.0
celery_tasks_total{name="my_app.tasks.fetch_some_data",namespace="celery",state="SUCCESS"} 7.0
# HELP celery_tasks_runtime_seconds Task runtime (seconds)
# TYPE celery_tasks_runtime_seconds histogram
celery_tasks_runtime_seconds_bucket{le="0.005",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.01",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.025",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.05",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.075",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.1",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.25",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.5",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="0.75",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="1.0",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="2.5",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="5.0",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="7.5",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="10.0",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_bucket{le="+Inf",name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_count{name="my_app.tasks.calculate_something",namespace="celery"} 29.0
celery_tasks_runtime_seconds_sum{name="my_app.tasks.calculate_something",namespace="celery"} 0.04020289977779612
celery_tasks_runtime_seconds_bucket{le="0.005",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.01",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.025",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.05",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.075",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.1",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.25",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.5",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="0.75",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="1.0",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="2.5",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="5.0",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="7.5",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="10.0",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_bucket{le="+Inf",name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_count{name="my_app.tasks.fetch_some_data",namespace="celery"} 2.0
celery_tasks_runtime_seconds_sum{name="my_app.tasks.fetch_some_data",namespace="celery"} 0.00402028997777961
# TYPE celery_tasks_runtime_seconds_created gauge
celery_tasks_runtime_seconds_created{name="my_app.tasks.calculate_something",namespace="celery"} 1.548944949810905e+09
celery_tasks_runtime_seconds_created{name="my_app.tasks.fetch_some_data",namespace="celery"} 1.5489449550243628e+09
# HELP celery_tasks_latency_seconds Seconds between a task is received and started.
# TYPE celery_tasks_latency_seconds histogram
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.005"} 2.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.01"} 3.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.025"} 4.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.05"} 4.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.075"} 5.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.1"} 5.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.25"} 5.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.5"} 5.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="0.75"} 5.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="1.0"} 5.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="2.5"} 8.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="5.0"} 11.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="7.5"} 11.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="10.0"} 11.0
celery_tasks_latency_seconds_bucket{namespace="celery",le="+Inf"} 11.0
celery_tasks_latency_seconds_count{namespace="celery"} 11.0
celery_tasks_latency_seconds_sum{namespace="celery"} 16.478713035583496
# TYPE celery_task_latency_created gauge
celery_task_latency_seconds_created{namespace="celery"} 1.5489449475378375e+09
Inspired by @zerok work
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