---
title: Azure Data Factory
description: Track key Azure Data Factory metrics.
breadcrumbs: Docs > Integrations > Azure Data Factory
---

> For the complete documentation index, see [llms.txt](https://docs.datadoghq.com/llms.txt).

# Azure Data Factory

{% callout %}
# Important note for users on the following Datadog sites: us2.ddog-gov.com

{% alert level="info" %}
To find out if this integration is available in your organization, see your [Datadog Integrations](https://app.datadoghq.com/integrations) page or ask your organization administrator.

To initiate an exception request to enable this integration for your organization, email [support@ddog-gov.com](mailto:support@ddog-gov.com).
{% /alert %}

{% /callout %}

## Overview{% #overview %}

Azure Data Factory is a cloud data integration service, to compose data storage, movement, and processing services into automated data pipelines.

Use the Datadog Azure integration to collect metrics from Data Factory.

## Setup{% #setup %}

### Installation{% #installation %}

If you haven't already, set up the [Microsoft Azure integration](https://docs.datadoghq.com/integrations/azure.md). No additional installation steps are required.

## Data Collected{% #data-collected %}

### Metrics{% #metrics %}

|  |
|  |
| **azure.datafactory_factories.activity_cancelled_runs**(count)                                               | Cancelled activity runs metrics.                                                       |
| **azure.datafactory_factories.activity_failed_runs**(count)                                                  | Failed activity runs metrics.                                                          |
| **azure.datafactory_factories.activity_succeeded_runs**(count)                                               | Succeeded activity runs metrics.                                                       |
| **azure.datafactory_factories.airflow_integration_runtime_celery_task_timeout_error**(count)             | Airflow integration runtime celery task timeout error.                                 |
| **azure.datafactory_factories.airflow_integration_runtime_collect_db_dags**(gauge)                        | Airflow integration runtime collect DB dags.*Shown as millisecond*                     |
| **azure.datafactory_factories.airflow_integration_runtime_cpu_percentage**(gauge)                          | Airflow integration runtime cpu percentage.*Shown as percent*                          |
| **azure.datafactory_factories.airflow_integration_runtime_cpu_usage**(gauge)                               | Airflow integration runtime memory usage.                                              |
| **azure.datafactory_factories.airflow_integration_runtime_dag_bag_size**(count)                           | Airflow integration runtime DAG bag size.                                              |
| **azure.datafactory_factories.airflow_integration_runtime_dag_callback_exceptions**(count)                | Airflow integration runtime DAG callback exceptions.                                   |
| **azure.datafactory_factories.airflow_integration_runtime_dag_file_refresh_error**(count)                | Airflow integration runtime DAG file refresh error.                                    |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_import_errors**(count)          | Airflow integration runtime DAG processing import errors.                              |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_last_duration**(gauge)          | Airflow integration runtime DAG processing last duration.*Shown as millisecond*        |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_last_run_seconds_ago**(gauge) | Airflow integration runtime DAG processing last run seconds ago.*Shown as second*      |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_manager_stalls**(count)         | Airflow integration runtime DAG processingmanager stalls.                              |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_processes**(count)               | Airflow integration runtime DAG processing processes.                                  |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_processor_timeouts**(gauge)     | Airflow integration runtime DAG processing processor timeouts.*Shown as second*        |
| **azure.datafactory_factories.airflow_integration_runtime_dag_processing_total_parse_time**(gauge)      | Airflow integration runtime DAG processing total parse time.*Shown as second*          |
| **azure.datafactory_factories.airflow_integration_runtime_dag_run_dependency_check**(gauge)              | Airflow integration runtime DAG run dependency check.*Shown as millisecond*            |
| **azure.datafactory_factories.airflow_integration_runtime_dag_run_duration_failed**(gauge)               | Airflow integration runtime DAG run duration failed.*Shown as millisecond*             |
| **azure.datafactory_factories.airflow_integration_runtime_dag_run_duration_success**(gauge)              | Airflow integration runtime DAG run duration success.*Shown as millisecond*            |
| **azure.datafactory_factories.airflow_integration_runtime_dag_run_first_task_scheduling_delay**(gauge) | Airflow integration runtime DAG run first task scheduling delay.*Shown as millisecond* |
| **azure.datafactory_factories.airflow_integration_runtime_dag_run_schedule_delay**(gauge)                | Airflow integration runtime DAG run schedule delay.*Shown as millisecond*              |
| **azure.datafactory_factories.airflow_integration_runtime_executor_open_slots**(count)                    | Airflow integration runtime executor open slots.                                       |
| **azure.datafactory_factories.airflow_integration_runtime_executor_queued_tasks**(count)                  | Airflow integration runtime executor queued tasks.                                     |
| **azure.datafactory_factories.airflow_integration_runtime_executor_running_tasks**(count)                 | Airflow integration runtime executor running tasks.                                    |
| **azure.datafactory_factories.airflow_integration_runtime_job_end**(count)                                 | Airflow integration runtime job end.                                                   |
| **azure.datafactory_factories.airflow_integration_runtime_job_heartbeat_failure**(count)                  | Airflow integration runtime heartbeat failure.                                         |
| **azure.datafactory_factories.airflow_integration_runtime_job_start**(count)                               | Airflow integration runtime job start.                                                 |
| **azure.datafactory_factories.airflow_integration_runtime_memory_percentage**(gauge)                       | Airflow integration runtime memory percentage.*Shown as percent*                       |
| **azure.datafactory_factories.airflow_integration_runtime_operator_failures**(count)                       | Airflow integration runtime operator failures.                                         |
| **azure.datafactory_factories.airflow_integration_runtime_operator_successes**(count)                      | Airflow integration runtime operator successes.                                        |
| **azure.datafactory_factories.airflow_integration_runtime_pool_open_slots**(count)                        | Airflow integration runtime pool open slots.                                           |
| **azure.datafactory_factories.airflow_integration_runtime_pool_queued_slots**(count)                      | Airflow integration runtime pool queued slots.                                         |
| **azure.datafactory_factories.airflow_integration_runtime_pool_running_slots**(count)                     | Airflow integration runtime pool running slots.                                        |
| **azure.datafactory_factories.airflow_integration_runtime_pool_starving_tasks**(count)                    | Airflow integration runtime pool starving tasks.                                       |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_critical_section_busy**(count)       | Airflow integration runtime scheduler critical section busy.                           |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_critical_section_duration**(gauge)   | Airflow integration runtime scheduler critical section duration.*Shown as millisecond* |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_failed_sla_email_attempts**(count)  | Airflow integration runtime scheduler failed SLA email attempts.                       |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_heartbeat**(count)                     | Airflow integration runtime scheduler heartbeats.                                      |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_orphaned_tasks_adopted**(count)      | Airflow integration runtime scheduler orphaned tasks adopted.                          |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_orphaned_tasks_cleared**(count)      | Airflow integration runtime scheduler orphaned tasks cleared.                          |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_tasks_executable**(count)             | Airflow integration runtime scheduler tasks executable.                                |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_tasks_killed_externally**(count)     | Airflow integration runtime scheduler tasks killed externally.                         |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_tasks_running**(count)                | Airflow integration runtime scheduler tasks running.                                   |
| **azure.datafactory_factories.airflow_integration_runtime_scheduler_tasks_starving**(count)               | Airflow integration runtime scheduler tasks starving.                                  |
| **azure.datafactory_factories.airflow_integration_runtime_started_task_instances**(count)                 | Airflow integration runtime started task instances.                                    |
| **azure.datafactory_factories.airflow_integration_runtime_task_instance_created_using_operator**(count) | Airflow integration runtime task instance created using operator.                      |
| **azure.datafactory_factories.airflow_integration_runtime_task_instance_duration**(gauge)                 | Airflow integration runtime task instance duration.*Shown as millisecond*              |
| **azure.datafactory_factories.airflow_integration_runtime_task_instance_failures**(count)                 | Airflow integration runtime task instance failures.                                    |
| **azure.datafactory_factories.airflow_integration_runtime_task_instance_finished**(count)                 | Airflow integration runtime task instance finished.                                    |
| **azure.datafactory_factories.airflow_integration_runtime_task_instance_previously_succeeded**(count)    | Airflow integration runtime task instance previously succeeded.                        |
| **azure.datafactory_factories.airflow_integration_runtime_task_instance_successes**(count)                | Airflow integration runtime task instance successes.                                   |
| **azure.datafactory_factories.airflow_integration_runtime_task_removed_from_dag**(count)                 | Airflow integration runtime task removed from DAG.                                     |
| **azure.datafactory_factories.airflow_integration_runtime_task_restored_to_dag**(count)                  | Airflow integration runtime task restored to DAG.                                      |
| **azure.datafactory_factories.airflow_integration_runtime_triggers_blocked_main_thread**(count)          | Airflow integration runtime triggers blocked main thread.                              |
| **azure.datafactory_factories.airflow_integration_runtime_triggers_failed**(count)                         | Airflow integration runtime triggers failed.                                           |
| **azure.datafactory_factories.airflow_integration_runtime_triggers_running**(count)                        | Airflow integration runtime triggers running.                                          |
| **azure.datafactory_factories.airflow_integration_runtime_triggers_succeeded**(count)                      | Airflow integration runtime triggers succeeded.                                        |
| **azure.datafactory_factories.airflow_integration_runtime_zombies_killed**(count)                          | Airflow integration runtime zombie tasks killed.                                       |
| **azure.datafactory_factories.factory_size_in_gb_units**(gauge)                                            | Total factory size (GB unit).                                                          |
| **azure.datafactory_factories.integration_runtime_available_memory**(gauge)                                 | Integration runtime available memory.*Shown as byte*                                   |
| **azure.datafactory_factories.integration_runtime_available_node_number**(gauge)                           | Integration runtime available node count.                                              |
| **azure.datafactory_factories.integration_runtime_average_task_pickup_delay**(gauge)                      | Integration runtime queue duration.*Shown as second*                                   |
| **azure.datafactory_factories.integration_runtime_cpu_percentage**(gauge)                                   | Integration runtime CPU utilization.*Shown as percent*                                 |
| **azure.datafactory_factories.integration_runtime_queue_length**(gauge)                                     | Integration runtime queue length.                                                      |
| **azure.datafactory_factories.max_allowed_factory_size_in_gb_units**(gauge)                              | Maximum allowed factory size (GB unit).                                                |
| **azure.datafactory_factories.max_allowed_resource_count**(gauge)                                           | Maximum allowed entities count.                                                        |
| **azure.datafactory_factories.pipeline_cancelled_runs**(count)                                               | Cancelled pipeline runs metrics.                                                       |
| **azure.datafactory_factories.pipeline_elapsed_time_runs**(count)                                           | Elapsed time pipeline runs metrics.                                                    |
| **azure.datafactory_factories.pipeline_failed_runs**(count)                                                  | Failed pipeline runs metrics.                                                          |
| **azure.datafactory_factories.pipeline_succeeded_runs**(count)                                               | Succeeded pipeline runs metrics.                                                       |
| **azure.datafactory_factories.resource_count**(gauge)                                                         | Total entities count.                                                                  |
| **azure.datafactory_factories.ssis_integration_runtime_start_cancel**(count)                               | Cancelled SSIS integration runtime start metrics.                                      |
| **azure.datafactory_factories.ssis_integration_runtime_start_failed**(count)                               | Failed SSIS integration runtime start metrics.                                         |
| **azure.datafactory_factories.ssis_integration_runtime_start_succeeded**(count)                            | Succeeded SSIS integration runtime start metrics.                                      |
| **azure.datafactory_factories.ssis_integration_runtime_stop_stuck**(count)                                 | Stuck SSIS integration runtime stop metrics.                                           |
| **azure.datafactory_factories.ssis_integration_runtime_stop_succeeded**(count)                             | Succeeded SSIS integration runtime stop metrics.                                       |
| **azure.datafactory_factories.ssis_package_execution_cancel**(count)                                        | Cancelled SSIS package execution metrics.                                              |
| **azure.datafactory_factories.ssis_package_execution_failed**(count)                                        | Failed SSIS package execution metrics.                                                 |
| **azure.datafactory_factories.ssis_package_execution_succeeded**(count)                                     | Succeeded SSIS package execution metrics.                                              |
| **azure.datafactory_factories.trigger_cancelled_runs**(count)                                                | Cancelled trigger runs metrics.                                                        |
| **azure.datafactory_factories.trigger_failed_runs**(count)                                                   | Failed trigger runs metrics.                                                           |
| **azure.datafactory_factories.trigger_succeeded_runs**(count)                                                | Succeeded trigger runs metrics.                                                        |
| **azure.datafactory_factories.count**(gauge)                                                                   | Count of DataFactory factories.                                                        |
| **azure.datafactory_factories.airflow_integration_runtime_memory_usage**(gauge)                            | Airflow integration runtime memory usage.*Shown as byte*                               |
| **azure.datafactory_factories.airflow_integration_runtime_node_count**(gauge)                              | Airflow integration runtime node count.                                                |
| **azure.datafactory_factories.mv_net_ir_copy_available_capacity_pct**(gauge)                             | Copy available capacity percentage of mvnet integration runtime.*Shown as percent*     |
| **azure.datafactory_factories.mv_net_ir_copy_capacity_utilization**(gauge)                                | Copy capacity utilization of mvnet integration runtime.*Shown as percent*              |
| **azure.datafactory_factories.mv_net_ir_copy_waiting_queue_length**(gauge)                               | Copy waiting queue length of mvnet integration runtime.                                |
| **azure.datafactory_factories.mv_net_ir_external_available_capacity_pct**(gauge)                         | External available capacity percentage of mvnet integration runtime.*Shown as percent* |
| **azure.datafactory_factories.mv_net_ir_external_capacity_utilization**(gauge)                            | External capacity utilization of mvnet integration runtime.*Shown as percent*          |
| **azure.datafactory_factories.mv_net_ir_external_waiting_queue_length**(gauge)                           | External waiting queue length of mvnet integration runtime.                            |
| **azure.datafactory_factories.mv_net_ir_pipeline_available_capacity_pct**(gauge)                         | Pipeline available capacity percentage of mvnet integration runtime.*Shown as percent* |
| **azure.datafactory_factories.mv_net_ir_pipeline_capacity_utilization**(gauge)                            | Pipeline capacity utilization of mvnet integration runtime.*Shown as percent*          |
| **azure.datafactory_factories.mv_net_ir_pipeline_waiting_queue_length**(gauge)                           | Pipeline waiting queue length of mvnet integration runtime.                            |

### Events{% #events %}

The Azure Data Factory integration does not include any events.

### Service Checks{% #service-checks %}

The Azure Data Factory integration does not include any service checks.

## Troubleshooting{% #troubleshooting %}

Need help? Contact [Datadog support](https://docs.datadoghq.com/help/).
