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Data Quality Gate Failures

The Data Quality Gates Overview page lists the current data quality gate failures for the failed workflow. This can help you troubleshoot data quality issues in the processes of a workflow. You can also override any data quality failures and resume the workflow.

Note

Data quality gate thresholds are currently not configurable. See “Default Data Quality Gates” for information on default thresholds.

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Tip

You can set up a "Workflow run ended" notification to be notified when a workflow fails. This can help you determine if the workflow had any data quality gate failures. See "Manage and View Notifications"

There are two ways to access the Data Quality Gates Overview page when a workflow has failed because of a data quality gate failure:

  • From an email notification that a workflow has failed because of a data quality gate failure

  • From the Workflow Status page of a workflow that has a data quality gate failure

Procedure. To access the Data Quality Gate Overview page:
  1. Do one of the following:

    • If you received an email notification that a workflow has failed because of a data quality gate failure, click Go to Execution Status in the notification to open the Workflow Status page that has the failed workflow.

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    • If you are on the Workflows page, from the More Options menu (...) of the workflow you want to review, select Status to open the Workflow Status page that has the failed workflow.

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  2. On the Workflow Status page, select the failed workflow run you want to review from the Select Workflow Run drop-down list.

  3. Click Review Data Quality Failures.

    Note

    The Review Data Quality Failures button is only enabled if the workflow has one or more processes that have a “Quality Gate Failed” status.

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    The Data Quality Gate Overview page displays.

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Data Quality Gate Overview Page Column Headings

Data quality gate failure statuses include the following information for each failure:

  • Process Name: The name of the process.

  • Process Type: The workflow process type. There are data quality gates for the data preparation, resolution, and export processes of a workflow.

  • Field: The field in which the failure occurred.

  • Quality Gate: The type of data quality gate that detected the problem and failed the process, for example, “mandatory”, “uniqueness”, “uniquenessByGroup”, or “volumechange”.

  • Detail: The detailed description of what caused the failure, for example, “Volume increased for field customerid by: 12.9%. Exceeds threshold: 0.5%”

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Actions You Can Perform on the Data Quality Gate Overview Page

You can use the Data Quality Gate Overview page to do the following:

  • Review details of any data quality gate failures.

  • Override any data quality gate failures and resume the workflow.

  • Choose not to override the data quality gate failures and leave the workflow as failed. You can then run the workflow again after you’ve made changes to address the failures.

Procedure. To override the data quality gate failures and resume the workflow:
  1. On the Data Quality Gate Override page, select the Override Quality Gates and Resume the Workflow checkbox.

  2. Click Confirm.

    Note

    • Before you override any data quality gate failures, ensure that the data that caused the data quality gate failure is not bad data that might corrupt your first-party graph.

    • The Data Quality Gate Overview page only displays the current process failures. If you override the data quality gate failures and resume the workflow, it’s possible you might get additional data quality gate failures further on in the workflow. If so, you’ll be able to review these failures as well and determine if you want to override them.

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