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| <div class="section" id="what-is-airflow"> |
| <h1>What is Airflow?<a class="headerlink" href="#what-is-airflow" title="Permalink to this heading">¶</a></h1> |
| <p><a class="reference external" href="https://github.com/apache/airflow">Apache Airflow</a> is an open-source platform for developing, scheduling, |
| and monitoring batch-oriented workflows. Airflow’s extensible Python framework enables you to build workflows |
| connecting with virtually any technology. A web interface helps manage the state of your workflows. Airflow is |
| deployable in many ways, varying from a single process on your laptop to a distributed setup to support even |
| the biggest workflows.</p> |
| </div> |
| <div class="section" id="workflows-as-code"> |
| <h1>Workflows as code<a class="headerlink" href="#workflows-as-code" title="Permalink to this heading">¶</a></h1> |
| <p>The main characteristic of Airflow workflows is that all workflows are defined in Python code. “Workflows as |
| code” serves several purposes:</p> |
| <ul class="simple"> |
| <li><p><strong>Dynamic</strong>: Airflow pipelines are configured as Python code, allowing for dynamic pipeline generation.</p></li> |
| <li><p><strong>Extensible</strong>: The Airflow framework contains operators to connect with numerous technologies. All Airflow components are extensible to easily adjust to your environment.</p></li> |
| <li><p><strong>Flexible</strong>: Workflow parameterization is built-in leveraging the <a class="reference external" href="https://jinja.palletsprojects.com">Jinja</a> templating engine.</p></li> |
| </ul> |
| <p>Take a look at the following snippet of code:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">DAG</span> |
| <span class="kn">from</span> <span class="nn">airflow.decorators</span> <span class="kn">import</span> <span class="n">task</span> |
| <span class="kn">from</span> <span class="nn">airflow.operators.bash</span> <span class="kn">import</span> <span class="n">BashOperator</span> |
| |
| <span class="c1"># A DAG represents a workflow, a collection of tasks</span> |
| <span class="k">with</span> <span class="n">DAG</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="s2">"demo"</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="n">datetime</span><span class="p">(</span><span class="mi">2022</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">schedule</span><span class="o">=</span><span class="s2">"0 0 * * *"</span><span class="p">)</span> <span class="k">as</span> <span class="n">dag</span><span class="p">:</span> |
| |
| <span class="c1"># Tasks are represented as operators</span> |
| <span class="n">hello</span> <span class="o">=</span> <span class="n">BashOperator</span><span class="p">(</span><span class="n">task_id</span><span class="o">=</span><span class="s2">"hello"</span><span class="p">,</span> <span class="n">bash_command</span><span class="o">=</span><span class="s2">"echo hello"</span><span class="p">)</span> |
| |
| <span class="nd">@task</span><span class="p">()</span> |
| <span class="k">def</span> <span class="nf">airflow</span><span class="p">():</span> |
| <span class="nb">print</span><span class="p">(</span><span class="s2">"airflow"</span><span class="p">)</span> |
| |
| <span class="c1"># Set dependencies between tasks</span> |
| <span class="n">hello</span> <span class="o">>></span> <span class="n">airflow</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| <p>Here you see:</p> |
| <ul class="simple"> |
| <li><p>A DAG named “demo”, starting on Jan 1st 2022 and running once a day. A DAG is Airflow’s representation of a workflow.</p></li> |
| <li><p>Two tasks, a BashOperator running a Bash script and a Python function defined using the <code class="docutils literal notranslate"><span class="pre">@task</span></code> decorator</p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">>></span></code> between the tasks defines a dependency and controls in which order the tasks will be executed</p></li> |
| </ul> |
| <p>Airflow evaluates this script and executes the tasks at the set interval and in the defined order. The status |
| of the “demo” DAG is visible in the web interface:</p> |
| <img alt="Demo DAG in the Graph View, showing the status of one DAG run" src="_images/hello_world_graph_view.png" /> |
| <p>This example demonstrates a simple Bash and Python script, but these tasks can run any arbitrary code. Think |
| of running a Spark job, moving data between two buckets, or sending an email. The same structure can also be |
| seen running over time:</p> |
| <img alt="Demo DAG in the Grid View, showing the status of all DAG runs" src="_images/hello_world_grid_view.png" /> |
| <p>Each column represents one DAG run. These are two of the most used views in Airflow, but there are several |
| other views which allow you to deep dive into the state of your workflows.</p> |
| </div> |
| <div class="section" id="why-airflow"> |
| <h1>Why Airflow?<a class="headerlink" href="#why-airflow" title="Permalink to this heading">¶</a></h1> |
| <p>Airflow is a batch workflow orchestration platform. The Airflow framework contains operators to connect with |
| many technologies and is easily extensible to connect with a new technology. If your workflows have a clear |
| start and end, and run at regular intervals, they can be programmed as an Airflow DAG.</p> |
| <p>If you prefer coding over clicking, Airflow is the tool for you. Workflows are defined as Python code which |
| means:</p> |
| <ul class="simple"> |
| <li><p>Workflows can be stored in version control so that you can roll back to previous versions</p></li> |
| <li><p>Workflows can be developed by multiple people simultaneously</p></li> |
| <li><p>Tests can be written to validate functionality</p></li> |
| <li><p>Components are extensible and you can build on a wide collection of existing components</p></li> |
| </ul> |
| <p>Rich scheduling and execution semantics enable you to easily define complex pipelines, running at regular |
| intervals. Backfilling allows you to (re-)run pipelines on historical data after making changes to your logic. |
| And the ability to rerun partial pipelines after resolving an error helps maximize efficiency.</p> |
| <p>Airflow’s user interface provides both in-depth views of pipelines and individual tasks, and an overview of |
| pipelines over time. From the interface, you can inspect logs and manage tasks, for example retrying a task in |
| case of failure.</p> |
| <p>The open-source nature of Airflow ensures you work on components developed, tested, and used by many other |
| <a class="reference external" href="https://github.com/apache/airflow/blob/main/INTHEWILD.md">companies</a> around the world. In the active |
| <a class="reference external" href="https://airflow.apache.org/community">community</a> you can find plenty of helpful resources in the form of |
| blogs posts, articles, conferences, books, and more. You can connect with other peers via several channels |
| such as <a class="reference external" href="https://s.apache.org/airflow-slack">Slack</a> and mailing lists.</p> |
| </div> |
| <div class="section" id="why-not-airflow"> |
| <h1>Why not Airflow?<a class="headerlink" href="#why-not-airflow" title="Permalink to this heading">¶</a></h1> |
| <p>Airflow was built for finite batch workflows. While the CLI and REST API do allow triggering workflows, |
| Airflow was not built for infinitely-running event-based workflows. Airflow is not a streaming solution. |
| However, a streaming system such as Apache Kafka is often seen working together with Apache Airflow. Kafka can |
| be used for ingestion and processing in real-time, event data is written to a storage location, and Airflow |
| periodically starts a workflow processing a batch of data.</p> |
| <p>If you prefer clicking over coding, Airflow is probably not the right solution. The web interface aims to make |
| managing workflows as easy as possible and the Airflow framework is continuously improved to make the |
| developer experience as smooth as possible. However, the philosophy of Airflow is to define workflows as code |
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