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| <div class="section" id="apache-airflow-documentation"> |
| <h1>Apache Airflow Documentation<a class="headerlink" href="#apache-airflow-documentation" title="Permalink to this headline">¶</a></h1> |
| <p>Airflow is a platform to programmatically author, schedule and monitor |
| workflows.</p> |
| <p>Use Airflow to author workflows as Directed Acyclic Graphs (DAGs) of tasks. |
| The Airflow scheduler executes your tasks on an array of workers while |
| following the specified dependencies. Rich command line utilities make |
| performing complex surgeries on DAGs a snap. The rich user interface |
| makes it easy to visualize pipelines running in production, |
| monitor progress, and troubleshoot issues when needed.</p> |
| <p>When workflows are defined as code, they become more maintainable, |
| versionable, testable, and collaborative.</p> |
| <img alt="_images/airflow.gif" src="_images/airflow.gif" /> |
| <hr class="docutils" /> |
| <div class="section" id="principles"> |
| <h2>Principles<a class="headerlink" href="#principles" title="Permalink to this headline">¶</a></h2> |
| <ul class="simple"> |
| <li><p><strong>Dynamic</strong>: Airflow pipelines are configuration as code (Python), allowing for dynamic pipeline generation. This allows for writing code that instantiates pipelines dynamically.</p></li> |
| <li><p><strong>Extensible</strong>: Easily define your own operators, executors and extend the library so that it fits the level of abstraction that suits your environment.</p></li> |
| <li><p><strong>Elegant</strong>: Airflow pipelines are lean and explicit. Parameterizing your scripts is built into the core of Airflow using the powerful <strong>Jinja</strong> templating engine.</p></li> |
| <li><p><strong>Scalable</strong>: Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to infinity.</p></li> |
| </ul> |
| </div> |
| <div class="section" id="beyond-the-horizon"> |
| <h2>Beyond the Horizon<a class="headerlink" href="#beyond-the-horizon" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow <strong>is not</strong> a data streaming solution. Tasks do not move data from |
| one to the other (though tasks can exchange metadata!). Airflow is not |
| in the <a class="reference external" href="http://spark.apache.org/streaming/">Spark Streaming</a> |
| or <a class="reference external" href="https://storm.apache.org/">Storm</a> space, it is more comparable to |
| <a class="reference external" href="http://oozie.apache.org/">Oozie</a> or |
| <a class="reference external" href="https://azkaban.github.io/">Azkaban</a>.</p> |
| <p>Workflows are expected to be mostly static or slowly changing. You can think |
| of the structure of the tasks in your workflow as slightly more dynamic |
| than a database structure would be. Airflow workflows are expected to look |
| similar from a run to the next, this allows for clarity around |
| unit of work and continuity.</p> |
| </div> |
| <div class="section" id="content"> |
| <h2>Content<a class="headerlink" href="#content" title="Permalink to this headline">¶</a></h2> |
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| <li class="toctree-l3"><a class="reference internal" href="cli.html#rotate_fernet_key">rotate_fernet_key</a></li> |
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| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="scheduler.html">Scheduling & Triggers</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="scheduler.html#dag-runs">DAG Runs</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="scheduler.html#backfill-and-catchup">Backfill and Catchup</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="scheduler.html#external-triggers">External Triggers</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="scheduler.html#to-keep-in-mind">To Keep in Mind</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="executor/index.html">Executor</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="executor/celery.html">Celery Executor</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="executor/celery.html#architecture">Architecture</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="executor/dask.html">Dask Executor</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="executor/kubernetes.html">Kubernetes Executor</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="executor/mesos.html">Scaling Out with Mesos (community contributed)</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="executor/mesos.html#tasks-executed-directly-on-mesos-slaves">Tasks executed directly on mesos slaves</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="executor/mesos.html#tasks-executed-in-containers-on-mesos-slaves">Tasks executed in containers on mesos slaves</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="plugins.html">Plugins</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="plugins.html#what-for">What for?</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="plugins.html#why-build-on-top-of-airflow">Why build on top of Airflow?</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="plugins.html#interface">Interface</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="plugins.html#example">Example</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="plugins.html#note-on-role-based-views">Note on role based views</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="plugins.html#plugins-as-python-packages">Plugins as Python packages</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="security.html">Security</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#web-authentication">Web Authentication</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#password">Password</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#ldap">LDAP</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#roll-your-own">Roll your own</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#multi-tenancy">Multi-tenancy</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#kerberos">Kerberos</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#limitations">Limitations</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#enabling-kerberos">Enabling kerberos</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#airflow">Airflow</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#hadoop">Hadoop</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#using-kerberos-authentication">Using kerberos authentication</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#oauth-authentication">OAuth Authentication</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#github-enterprise-ghe-authentication">GitHub Enterprise (GHE) Authentication</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#setting-up-ghe-authentication">Setting up GHE Authentication</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#using-ghe-authentication-with-github-com">Using GHE Authentication with github.com</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#google-authentication">Google Authentication</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#setting-up-google-authentication">Setting up Google Authentication</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#ssl">SSL</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#impersonation">Impersonation</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#default-impersonation">Default Impersonation</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#flower-authentication">Flower Authentication</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="security.html#rbac-ui-security">RBAC UI Security</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#default-roles">Default Roles</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#admin">Admin</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#public">Public</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#viewer">Viewer</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#user">User</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#op">Op</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="security.html#custom-roles">Custom Roles</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="security.html#dag-level-role">DAG Level Role</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="timezone.html">Time zones</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="timezone.html#concepts">Concepts</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="timezone.html#naive-and-aware-datetime-objects">Naïve and aware datetime objects</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="timezone.html#interpretation-of-naive-datetime-objects">Interpretation of naive datetime objects</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="timezone.html#default-time-zone">Default time zone</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="timezone.html#time-zone-aware-dags">Time zone aware DAGs</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="timezone.html#templates">Templates</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="timezone.html#cron-schedules">Cron schedules</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="timezone.html#time-deltas">Time deltas</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="api.html">REST API Reference</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="api.html#endpoints">Endpoints</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="api.html#cli">CLI</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="api.html#authentication">Authentication</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#post--api-experimental-dags--DAG_ID--dag_runs">POST /api/experimental/dags/<DAG_ID>/dag_runs</a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-dags--DAG_ID--dag_runs">GET /api/experimental/dags/<DAG_ID>/dag_runs</a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-dags--string-dag_id--dag_runs--string-execution_date-">GET /api/experimental/dags/<string:dag_id>/dag_runs/<string:execution_date></a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-test">GET /api/experimental/test</a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-dags--DAG_ID--tasks--TASK_ID-">GET /api/experimental/dags/<DAG_ID>/tasks/<TASK_ID></a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-dags--DAG_ID--dag_runs--string-execution_date--tasks--TASK_ID-">GET /api/experimental/dags/<DAG_ID>/dag_runs/<string:execution_date>/tasks/<TASK_ID></a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-dags--DAG_ID--paused--string-paused-">GET /api/experimental/dags/<DAG_ID>/paused/<string:paused></a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-latest_runs">GET /api/experimental/latest_runs</a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-pools">GET /api/experimental/pools</a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#get--api-experimental-pools--string-name-">GET /api/experimental/pools/<string:name></a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#post--api-experimental-pools">POST /api/experimental/pools</a></li> |
| </ul> |
| <ul> |
| <li class="toctree-l3"><a class="reference internal" href="api.html#delete--api-experimental-pools--string-name-">DELETE /api/experimental/pools/<string:name></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="integration.html">Integration</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="integration.html#azure-microsoft-azure">Azure: Microsoft Azure</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#azure-blob-storage">Azure Blob Storage</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#azure-file-share">Azure File Share</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#logging">Logging</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#azure-cosmosdb">Azure CosmosDB</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#azure-data-lake">Azure Data Lake</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#azure-container-instances">Azure Container Instances</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="integration.html#aws-amazon-web-services">AWS: Amazon Web Services</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-emr">AWS EMR</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-s3">AWS S3</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-batch-service">AWS Batch Service</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-redshift">AWS RedShift</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-dynamodb">AWS DynamoDB</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-lambda">AWS Lambda</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#aws-kinesis">AWS Kinesis</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#amazon-sagemaker">Amazon SageMaker</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="integration.html#databricks">Databricks</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="integration.html#gcp-google-cloud-platform">GCP: Google Cloud Platform</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#id2">Logging</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#googlecloudbasehook">GoogleCloudBaseHook</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#bigquery">BigQuery</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-spanner">Cloud Spanner</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-sql">Cloud SQL</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-bigtable">Cloud Bigtable</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-build">Cloud Build</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#compute-engine">Compute Engine</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-functions">Cloud Functions</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-dataflow">Cloud DataFlow</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-dataproc">Cloud DataProc</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-datastore">Cloud Datastore</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-ml-engine">Cloud ML Engine</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-storage">Cloud Storage</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#transfer-service">Transfer Service</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-vision">Cloud Vision</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="integration.html#cloud-vision-product-search-operators">Cloud Vision Product Search Operators</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-text-to-speech">Cloud Text to Speech</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-speech-to-text">Cloud Speech to Text</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="integration.html#cloud-speech-translate-operators">Cloud Speech Translate Operators</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-translate">Cloud Translate</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="integration.html#cloud-translate-text-operators">Cloud Translate Text Operators</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#cloud-video-intelligence">Cloud Video Intelligence</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#google-kubernetes-engine">Google Kubernetes Engine</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#google-natural-language">Google Natural Language</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#google-cloud-data-loss-prevention-dlp">Google Cloud Data Loss Prevention (DLP)</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="integration.html#google-cloud-tasks">Google Cloud Tasks</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="integration.html#qubole">Qubole</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="metrics.html">Metrics</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="metrics.html#setup">Setup</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="metrics.html#counters">Counters</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="metrics.html#gauges">Gauges</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="metrics.html#timers">Timers</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="errors.html">Error Tracking</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="errors.html#setup">Setup</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="errors.html#tags">Tags</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="errors.html#breadcrumbs">Breadcrumbs</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="kubernetes.html">Kubernetes</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="kubernetes.html#kubernetes-executor">Kubernetes Executor</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="kubernetes.html#kubernetes-operator">Kubernetes Operator</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="kubernetes.html#pod-mutation-hook">Pod Mutation Hook</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="lineage.html">Lineage</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="lineage.html#apache-atlas">Apache Atlas</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="dag-serialization.html">DAG Serialization</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="dag-serialization.html#enable-dag-serialization">Enable Dag Serialization</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="dag-serialization.html#limitations">Limitations</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="dag-serialization.html#using-a-different-json-library">Using a different JSON Library</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="changelog.html">Changelog</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="changelog.html#airflow-1-10-7">Airflow 1.10.7</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#new-features">New Features</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#improvements">Improvements</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#bug-fixes">Bug Fixes</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#misc-internal">Misc/Internal</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#doc-only-changes">Doc only changes</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="changelog.html#airflow-1-10-6-2019-10-28">Airflow 1.10.6, 2019-10-28</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id1">New Features</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id2">Improvements</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id3">Bug Fixes</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id4">Doc-only changes</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id5">Misc/Internal</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="changelog.html#airflow-1-10-5-2019-08-30">Airflow 1.10.5, 2019-08-30</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id6">New Features</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id7">Improvements</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id8">Bug fixes</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id9">Misc/Internal</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id10">Doc-only changes</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="changelog.html#airflow-1-10-4-2019-08-06">Airflow 1.10.4, 2019-08-06</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id11">New Features</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#improvement">Improvement</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id12">Bug fixes</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id13">Misc/Internal</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id14">Doc-only changes</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="changelog.html#airflow-1-10-3-2019-04-09">Airflow 1.10.3, 2019-04-09</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#new-feature">New Feature</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id15">Improvement</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id16">Bug fixes</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="changelog.html#id17">Misc/Internal</a></li> |
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