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| <div class="section" id="production-deployment"> |
| <h1>Production Deployment<a class="headerlink" href="#production-deployment" title="Permalink to this headline">¶</a></h1> |
| <p>It is time to deploy your DAG in production. To do this, first, you need to make sure that the Airflow |
| is itself production-ready. Let’s see what precautions you need to take.</p> |
| <div class="section" id="database-backend"> |
| <h2>Database backend<a class="headerlink" href="#database-backend" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow comes with an <code class="docutils literal notranslate"><span class="pre">SQLite</span></code> backend by default. This allows the user to run Airflow without any external |
| database. However, such a setup is meant to be used for testing purposes only; running the default setup |
| in production can lead to data loss in multiple scenarios. If you want to run production-grade Airflow, |
| make sure you <a class="reference internal" href="howto/set-up-database.html"><span class="doc">configure the backend</span></a> to be an external database |
| such as PostgreSQL or MySQL.</p> |
| <p>You can change the backend using the following config</p> |
| <div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="k">[core]</span> |
| <span class="na">sql_alchemy_conn</span> <span class="o">=</span> <span class="s">my_conn_string</span> |
| </pre></div> |
| </div> |
| <p>Once you have changed the backend, airflow needs to create all the tables required for operation. |
| Create an empty DB and give airflow’s user the permission to <code class="docutils literal notranslate"><span class="pre">CREATE/ALTER</span></code> it. |
| Once that is done, you can run -</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow db upgrade |
| </pre></div> |
| </div> |
| <p><code class="docutils literal notranslate"><span class="pre">upgrade</span></code> keeps track of migrations already applied, so it’s safe to run as often as you need.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Do not use <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">db</span> <span class="pre">init</span></code> as it can create a lot of default connections, charts, etc. which are not |
| required in production DB.</p> |
| </div> |
| </div> |
| <div class="section" id="multi-node-cluster"> |
| <h2>Multi-Node Cluster<a class="headerlink" href="#multi-node-cluster" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow uses <a class="reference internal" href="_api/airflow/executors/sequential_executor/index.html#airflow.executors.sequential_executor.SequentialExecutor" title="airflow.executors.sequential_executor.SequentialExecutor"><code class="xref py py-class docutils literal notranslate"><span class="pre">SequentialExecutor</span></code></a> by default. However, by its |
| nature, the user is limited to executing at most one task at a time. <code class="docutils literal notranslate"><span class="pre">Sequential</span> <span class="pre">Executor</span></code> also pauses |
| the scheduler when it runs a task, hence it is not recommended in a production setup. You should use the |
| <a class="reference internal" href="_api/airflow/executors/local_executor/index.html#airflow.executors.local_executor.LocalExecutor" title="airflow.executors.local_executor.LocalExecutor"><code class="xref py py-class docutils literal notranslate"><span class="pre">LocalExecutor</span></code></a> for a single machine. |
| For a multi-node setup, you should use the <a class="reference internal" href="executor/kubernetes.html"><span class="doc">Kubernetes executor</span></a> or |
| the <a class="reference internal" href="executor/celery.html"><span class="doc">Celery executor</span></a>.</p> |
| <p>Once you have configured the executor, it is necessary to make sure that every node in the cluster contains |
| the same configuration and dags. Airflow sends simple instructions such as “execute task X of dag Y”, but |
| does not send any dag files or configuration. You can use a simple cronjob or any other mechanism to sync |
| DAGs and configs across your nodes, e.g., checkout DAGs from git repo every 5 minutes on all nodes.</p> |
| </div> |
| <div class="section" id="logging"> |
| <h2>Logging<a class="headerlink" href="#logging" title="Permalink to this headline">¶</a></h2> |
| <p>If you are using disposable nodes in your cluster, configure the log storage to be a distributed file system |
| (DFS) such as <code class="docutils literal notranslate"><span class="pre">S3</span></code> and <code class="docutils literal notranslate"><span class="pre">GCS</span></code>, or external services such as Stackdriver Logging, Elasticsearch or |
| Amazon CloudWatch. This way, the logs are available even after the node goes down or gets replaced. |
| See <a class="reference internal" href="logging-monitoring/logging-tasks.html"><span class="doc">Logging for Tasks</span></a> for configurations.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>The logs only appear in your DFS after the task has finished. You can view the logs while the task is |
| running in UI itself.</p> |
| </div> |
| </div> |
| <div class="section" id="configuration"> |
| <h2>Configuration<a class="headerlink" href="#configuration" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow comes bundled with a default <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code> configuration file. |
| You should use environment variables for configurations that change across deployments |
| e.g. metadata DB, password, etc. You can accomplish this using the format <span class="target" id="index-0"></span><a class="reference internal" href="cli-and-env-variables-ref.html#envvar-AIRFLOW__-SECTION-__-KEY"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">AIRFLOW__{SECTION}__{KEY}</span></code></a></p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">AIRFLOW__CORE__SQL_ALCHEMY_CONN</span><span class="o">=</span>my_conn_id |
| <span class="nv">AIRFLOW__WEBSERVER__BASE_URL</span><span class="o">=</span>http://host:port |
| </pre></div> |
| </div> |
| <p>Some configurations such as the Airflow Backend connection URI can be derived from bash commands as well:</p> |
| <div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="na">sql_alchemy_conn_cmd</span> <span class="o">=</span> <span class="s">bash_command_to_run</span> |
| </pre></div> |
| </div> |
| </div> |
| <div class="section" id="scheduler-uptime"> |
| <h2>Scheduler Uptime<a class="headerlink" href="#scheduler-uptime" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow users occasionally report instances of the scheduler hanging without a trace, for example in these issues:</p> |
| <ul class="simple"> |
| <li><p><a class="reference external" href="https://github.com/apache/airflow/issues/7935">Scheduler gets stuck without a trace</a></p></li> |
| <li><p><a class="reference external" href="https://github.com/apache/airflow/issues/13243">Scheduler stopping frequently</a></p></li> |
| </ul> |
| <p>To mitigate these issues, make sure you have a <a class="reference internal" href="logging-monitoring/check-health.html"><span class="doc">health check</span></a> set up that will detect when your scheduler has not heartbeat in a while.</p> |
| </div> |
| <div class="section" id="production-container-images"> |
| <span id="docker-image"></span><h2>Production Container Images<a class="headerlink" href="#production-container-images" title="Permalink to this headline">¶</a></h2> |
| <p>We provide <a class="reference external" href="/docs/docker-stack/index.html" title="(in docker-stack vdevel)"><span class="xref std std-doc">a Docker Image (OCI) for Apache Airflow</span></a> for use in a containerized environment. Consider using it to guarantee that software will always run the same no matter where it’s deployed.</p> |
| </div> |
| <div class="section" id="kerberos-authenticated-workers"> |
| <span id="production-deployment-kerberos"></span><h2>Kerberos-authenticated workers<a class="headerlink" href="#kerberos-authenticated-workers" title="Permalink to this headline">¶</a></h2> |
| <p>Apache Airflow has a built-in mechanism for authenticating the operation with a KDC (Key Distribution Center). |
| Airflow has a separate command <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">kerberos</span></code> that acts as token refresher. It uses the pre-configured |
| Kerberos Keytab to authenticate in the KDC to obtain a valid token, and then refreshing valid token |
| at regular intervals within the current token expiry window.</p> |
| <p>Each request for refresh uses a configured principal, and only keytab valid for the principal specified |
| is capable of retrieving the authentication token.</p> |
| <p>The best practice to implement proper security mechanism in this case is to make sure that worker |
| workloads have no access to the Keytab but only have access to the periodically refreshed, temporary |
| authentication tokens. This can be achieved in docker environment by running the <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">kerberos</span></code> |
| command and the worker command in separate containers - where only the <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">kerberos</span></code> token has |
| access to the Keytab file (preferably configured as secret resource). Those two containers should share |
| a volume where the temporary token should be written by the <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">kerberos</span></code> and read by the workers.</p> |
| <p>In the Kubernetes environment, this can be realized by the concept of side-car, where both Kerberos |
| token refresher and worker are part of the same Pod. Only the Kerberos side-car has access to |
| Keytab secret and both containers in the same Pod share the volume, where temporary token is written by |
| the side-care container and read by the worker container.</p> |
| <p>This concept is implemented in the development version of the Helm Chart that is part of Airflow source code.</p> |
| </div> |
| <div class="section" id="secured-server-and-service-access-on-google-cloud"> |
| <h2>Secured Server and Service Access on Google Cloud<a class="headerlink" href="#secured-server-and-service-access-on-google-cloud" title="Permalink to this headline">¶</a></h2> |
| <p>This section describes techniques and solutions for securely accessing servers and services when your Airflow |
| environment is deployed on Google Cloud, or you connect to Google services, or you are connecting |
| to the Google API.</p> |
| <div class="section" id="iam-and-service-accounts"> |
| <h3>IAM and Service Accounts<a class="headerlink" href="#iam-and-service-accounts" title="Permalink to this headline">¶</a></h3> |
| <p>You should not rely on internal network segmentation or firewalling as our primary security mechanisms. |
| To protect your organization’s data, every request you make should contain sender identity. In the case of |
| Google Cloud, the identity is provided by |
| <a class="reference external" href="https://cloud.google.com/iam/docs/service-accounts">the IAM and Service account</a>. Each Compute Engine |
| instance has an associated service account identity. It provides cryptographic credentials that your workload |
| can use to prove its identity when making calls to Google APIs or third-party services. Each instance has |
| access only to short-lived credentials. If you use Google-managed service account keys, then the private |
| key is always held in escrow and is never directly accessible.</p> |
| <p>If you are using Kubernetes Engine, you can use |
| <a class="reference external" href="https://cloud.google.com/kubernetes-engine/docs/how-to/workload-identity">Workload Identity</a> to assign |
| an identity to individual pods.</p> |
| <p>For more information about service accounts in the Airflow, see <a class="reference external" href="/docs/apache-airflow-providers-google/stable/connections/gcp.html#howto-connection-gcp" title="(in apache-airflow-providers-google v5.1.0)"><span>Google Cloud Connection</span></a></p> |
| </div> |
| <div class="section" id="impersonate-service-accounts"> |
| <h3>Impersonate Service Accounts<a class="headerlink" href="#impersonate-service-accounts" title="Permalink to this headline">¶</a></h3> |
| <p>If you need access to other service accounts, you can |
| <a class="reference external" href="/docs/apache-airflow-providers-google/stable/connections/gcp.html#howto-connection-gcp-impersonation" title="(in apache-airflow-providers-google v5.1.0)"><span class="xref std std-ref">impersonate other service accounts</span></a> to exchange the token with |
| the default identity to another service account. Thus, the account keys are still managed by Google |
| and cannot be read by your workload.</p> |
| <p>It is not recommended to generate service account keys and store them in the metadata database or the |
| secrets backend. Even with the use of the backend secret, the service account key is available for |
| your workload.</p> |
| </div> |
| <div class="section" id="access-to-compute-engine-instance"> |
| <h3>Access to Compute Engine Instance<a class="headerlink" href="#access-to-compute-engine-instance" title="Permalink to this headline">¶</a></h3> |
| <p>If you want to establish an SSH connection to the Compute Engine instance, you must have the network address |
| of this instance and credentials to access it. To simplify this task, you can use |
| <a class="reference external" href="/docs/apache-airflow-providers-google/stable/_api/airflow/providers/google/cloud/hooks/compute/index.html#airflow.providers.google.cloud.hooks.compute.ComputeEngineHook" title="(in apache-airflow-providers-google v5.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">ComputeEngineHook</span></code></a> |
| instead of <a class="reference external" href="/docs/apache-airflow-providers-ssh/stable/_api/airflow/providers/ssh/hooks/ssh/index.html#airflow.providers.ssh.hooks.ssh.SSHHook" title="(in apache-airflow-providers-ssh v2.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">SSHHook</span></code></a></p> |
| <p>The <a class="reference external" href="/docs/apache-airflow-providers-google/stable/_api/airflow/providers/google/cloud/hooks/compute/index.html#airflow.providers.google.cloud.hooks.compute.ComputeEngineHook" title="(in apache-airflow-providers-google v5.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">ComputeEngineHook</span></code></a> support authorization with |
| Google OS Login service. It is an extremely robust way to manage Linux access properly as it stores |
| short-lived ssh keys in the metadata service, offers PAM modules for access and sudo privilege checking |
| and offers the <code class="docutils literal notranslate"><span class="pre">nsswitch</span></code> user lookup into the metadata service as well.</p> |
| <p>It also solves the discovery problem that arises as your infrastructure grows. You can use the |
| instance name instead of the network address.</p> |
| </div> |
| <div class="section" id="access-to-amazon-web-service"> |
| <h3>Access to Amazon Web Service<a class="headerlink" href="#access-to-amazon-web-service" title="Permalink to this headline">¶</a></h3> |
| <p>Thanks to the |
| <a class="reference external" href="https://docs.aws.amazon.com/IAM/latest/UserGuide/id_roles_providers_oidc.html">Web Identity Federation</a>, |
| you can exchange the Google Cloud Platform identity to the Amazon Web Service identity, |
| which effectively means access to Amazon Web Service platform. |
| For more information, see: <a class="reference external" href="/docs/apache-airflow-providers-amazon/stable/connections/aws.html#howto-connection-aws-gcp-federation" title="(in apache-airflow-providers-amazon v2.2.0)"><span>Google Cloud to AWS authentication using Web Identity Federation</span></a></p> |
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| <li><a class="reference internal" href="#">Production Deployment</a><ul> |
| <li><a class="reference internal" href="#database-backend">Database backend</a></li> |
| <li><a class="reference internal" href="#multi-node-cluster">Multi-Node Cluster</a></li> |
| <li><a class="reference internal" href="#logging">Logging</a></li> |
| <li><a class="reference internal" href="#configuration">Configuration</a></li> |
| <li><a class="reference internal" href="#scheduler-uptime">Scheduler Uptime</a></li> |
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