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

# Azure Data Factory

## 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/).