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Airbyte integration for Prefect

Project description

airbyte-prefect

PyPI

Welcome!

airbyte-prefect is a collection of prebuilt Prefect tasks and flows that can be used to quickly construct Prefect flows to interact with Airbyte.

Getting Started

Python setup

Requires an installation of Python 3.10+

We recommend using a Python virtual environment manager such as pipenv, conda or virtualenv.

These tasks are designed to work with Prefect 3.2+. For more information about how to use Prefect, please refer to the Prefect documentation.

Airbyte setup

See the airbyte documention on how to get your own instance.

Installation

Install airbyte-prefect

pip install airbyte-prefect

For available blocks and their setup instructions, see the documentation in this repository.

Examples

Create an AirbyteServer block and save it

from airbyte_prefect.server import AirbyteServer

# running airbyte locally at http://localhost:8000 with default auth
local_airbyte_server = AirbyteServer()

# running airbyte remotely at http://<someIP>:<somePort> as user `Marvin`
remote_airbyte_server = AirbyteServer(
    username="Marvin",
    password="DontPanic42",
    server_host="42.42.42.42",
    server_port="4242"
)

local_airbyte_server.save("my-local-airbyte-server")

remote_airbyte_server.save("my-remote-airbyte-server")

Trigger a defined connection sync

from prefect import flow
from airbyte_prefect.server import AirbyteServer
from airbyte_prefect.connections import AirbyteConnection
from airbyte_prefect.flows import run_connection_sync

server = AirbyteServer(server_host="localhost", server_port=8000)

connection = AirbyteConnection(
    airbyte_server=server,
    connection_id="e1b2078f-882a-4f50-9942-cfe34b2d825b",
    status_updates=True,
)

@flow
def airbyte_syncs():
    # do some setup

    sync_result = run_connection_sync(
        airbyte_connection=connection,
    )

    # do some other things, like trigger DBT based on number of records synced
    print(f'Number of Records Synced: {sync_result.records_synced}')
❯ python airbyte_syncs.py
03:46:03 | prefect.engine - Created flow run 'thick-seahorse' for flow 'example_trigger_sync_flow'
03:46:03 | Flow run 'thick-seahorse' - Using task runner 'ConcurrentTaskRunner'
03:46:03 | Flow run 'thick-seahorse' - Created task run 'trigger_sync-35f0e9c2-0' for task 'trigger_sync'
03:46:03 | prefect - trigger airbyte connection: e1b2078f-882a-4f50-9942-cfe34b2d825b, poll interval 3 seconds
03:46:03 | prefect - pending
03:46:06 | prefect - running
03:46:09 | prefect - running
03:46:12 | prefect - running
03:46:16 | prefect - running
03:46:19 | prefect - running
03:46:22 | prefect - Job 26 succeeded.
03:46:22 | Task run 'trigger_sync-35f0e9c2-0' - Finished in state Completed(None)
03:46:22 | Flow run 'thick-seahorse' - Finished in state Completed('All states completed.')

Export an Airbyte instance's configuration

NOTE: The API endpoint corresponding to this task is no longer supported by open-source Airbyte versions as of v0.40.7. Check out the Octavia CLI docs for more info.

import gzip

from prefect import flow, task
from airbyte_prefect.configuration import export_configuration
from airbyte_prefect.server import AirbyteServer

@task
def zip_and_write_somewhere(
      airbyte_config: bytearray,
      somewhere: str,
):
    with gzip.open(somewhere, 'wb') as f:
        f.write(airbyte_config)

@flow
def example_export_configuration_flow(filepath: str):

    # Run other tasks and subflows here

    airbyte_config = export_configuration(
        airbyte_server=AirbyteServer.load("my-airbyte-server-block")
    )

    zip_and_write_somewhere(
        somewhere=filepath,
        airbyte_config=airbyte_config
    )

if __name__ == "__main__":
    example_export_configuration_flow('*://**/my_destination.gz')

Use with_options to customize options on any existing task or flow

from prefect import flow
from airbyte_prefect.connections import AirbyteConnection
from airbyte_prefect.flows import run_connection_sync

custom_run_connection_sync = run_connection_sync.with_options(
    name="Custom Airbyte Sync Flow",
    retries=2,
    retry_delay_seconds=10,
)
 
 @flow
 def some_airbyte_flow():
    custom_run_connection_sync(
        airbyte_connection=AirbyteConnection.load("my-airbyte-connection-block")
    )
 
 some_airbyte_flow()

For more tips on how to use tasks and flows in a Collection, check out Using Collections!

Resources

If you encounter and bugs while using airbyte-prefect, feel free to open an issue in the airbyte-prefect repository.

If you have any questions or issues while using airbyte-prefect, you can find help in either the Prefect Discourse forum or the Prefect Slack community

Feel free to star or watch airbyte-prefect for updates too!

Contribute

If you'd like to help contribute to fix an issue or add a feature to airbyte-prefect, please propose changes through a pull request from a fork of the repository.

Contribution Steps:

  1. Fork the repository
  2. Clone the forked repository
  3. Install the repository and its dependencies:
pip install -e ".[dev]"
  1. Make desired changes.
  2. Add tests.
  3. Insert an entry to CHANGELOG.md
  4. Install pre-commit to perform quality checks prior to commit:
 pre-commit install
  1. git commit, git push, and create a pull request.

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