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DataFlow & DataJob

docs/api/tutorials/dataflow-datajob.md

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DataFlow & DataJob

Why Would You Use DataFlow and DataJob?

The DataFlow and DataJob entities are used to represent data processing pipelines and jobs within a data ecosystem. They allow users to define, manage, and monitor the flow of data through various stages of processing, from ingestion to transformation and storage.

Goal Of This Guide

This guide will show you how to

  • Create a DataFlow.
  • Create a Datajob with a DataFlow.

Prerequisites

For this tutorial, you need to deploy DataHub Quickstart and ingest sample data. For detailed steps, please refer to DataHub Quickstart Guide.

Create DataFlow

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python
{{ inline /metadata-ingestion/examples/library/dataflow_create.py show_path_as_comment }}
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Create DataJob

DataJob must be associated with a DataFlow. You can create a DataJob by providing the DataFlow object or the DataFlow URN and its platform instance.

<Tabs> <TabItem value="create-datajob" label="Create DataJob with a DataFlow Object" default>
python
{{ inline /metadata-ingestion/examples/library/datajob_create_full.py show_path_as_comment }}
</TabItem> <TabItem value="create-datajob-urn" label="Create DataJob with DataFlow URN">
python
{{ inline /metadata-ingestion/examples/library/datajob_create_with_flow_urn.py show_path_as_comment }}
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Read DataFlow

python
{{ inline /metadata-ingestion/examples/library/dataflow_read.py show_path_as_comment }}

Example Output

python
>> DataFlow name: example_dataflow
>> DataFlow platform: urn:li:dataPlatform:airflow
>> DataFlow description: airflow pipeline for production

Read DataJob

python
{{ inline /metadata-ingestion/examples/library/datajob_read.py show_path_as_comment }}

Example Output

python
>> DataJob name: example_datajob
>> DataJob Flow URN: urn:li:dataFlow:(airflow,PROD.example_dag,PROD)
>> DataJob description: example datajob