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# System prepended metadata

title: Untitled

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## What is celery?
- Celery is a distributed task processing system
- It’s a python open source package
- It has a cron job schedule which can execute task at a given time
- eg. every 5 min
- every morning 10am
- it supports all cron job time expression
- learn about cron expression  https://crontab.guru/


Celery job run in celery queues. So we need to define atleast 1 queue to get started. Lets say that there is a task that takes less than 10 min to execute. We can start a worker with name `fast-queue`
We can start several workers in different machines and task will be distributed to each worker equally



## Advantage
- It’s very flexible. We can choose any python package we can use with it
- snowflake/dbt/postgres connectors are available and will work very smoothly in python environment
- It’s highly scalable. We can configure threading option when starting the worker and it keeps working in a controlled manner in terms of consuming system resources such as RAM/CPU
- Even though we do not have DAG visibility here overall it will be just better when integrated with sentry.


## Cons
- It doesn't have the ability to show DAG graphs
- We will need to integrate sentry other wise it will be difficult to know when error occurs
- We will also need to upload logs to S3 buckets so we can search logs when debugging


## Example of celery configuration
```
filename: celery_app.py
import redis
from celery import Celery
from celery.schedules import crontab
app = Celery("project")

app.autodiscover_tasks()

# this is how you define cron jobs in celery just like airflow
app.conf.beat_schedule = {
	"metric_push": {
	     "task": "dbt_run",
	     "schedule": crontab(minute="*"),
	},
	"task2": {
	    "task": "task2",
	    "schedule": crontab(minute="*/10"),
	},
}

# how to define a celery task


@app.task(queue='fast-queue')
def db_model_run(path_to_file):
    # statements to run


@app.task(queue='fast-queue')
def dbt_run(*args, **kw):
    models = [
        'path to file1',
        'path to file2'
    ]
    for model in models:
        # this will run each dbt in separate threads
        dbt_model_run.delay(model)
	return


# How to call a celery task manually
# this will push the task to queue it is configured to execute
dbt_run.delay()

```

## Start a fast-queue celery worker
`celery -A celery_app worker -Q fast-queue --concurrency 10 --pool threads`
- This will try to execute 10 jobs at a time with python default threading framework
- We can start several instances of this as per our traffic needs

## Start celery cron scheduler
`celery -A celery_app beat`


## Resource needs
- Need a redis server. A 8GB instance is enough for us. I have seen it getting scaled to 100k tasks per minute where job was taking less than 2 min.
- Need ec2 instances/Celery workers as per our traffic needs



## Architecture diagram

<img 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">