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<blockquote>
<div></div></blockquote>
<div class="section" id="timetables">
<h1>Timetables<a class="headerlink" href="#timetables" title="Permalink to this heading"></a></h1>
<p>For DAGs with time-based schedules (as opposed to event-driven), the scheduling
decisions are driven by its internal “timetable”. The timetable also
determines the data interval and the logical date of each run created for the DAG.</p>
<p>DAGs scheduled with a cron expression or <code class="docutils literal notranslate"><span class="pre">timedelta</span></code> object are
internally converted to always use a timetable.</p>
<p>If a cron expression or <code class="docutils literal notranslate"><span class="pre">timedelta</span></code> is sufficient for your use case, you don’t need
to worry about timetables. But for more complicated scheduling requirements,
you may create your own timetable class and pass that to the DAG’s <code class="docutils literal notranslate"><span class="pre">schedule</span></code> argument instead.</p>
<p>Some examples:</p>
<ul class="simple">
<li><p>Data intervals with “holes” between. (Instead of continuous, as both the cron
expression and <code class="docutils literal notranslate"><span class="pre">timedelta</span></code> schedules represent.)</p></li>
<li><p>Run tasks at different times each day. For example, an astronomer may find it
useful to run a task at dawn to process data collected from the previous
night-time period.</p></li>
<li><p>Schedules not following the Gregorian calendar. For example, create a run for
each month in the <a class="reference external" href="https://en.wikipedia.org/wiki/Chinese_calendar">Traditional Chinese Calendar</a>. This is conceptually
similar to the sunset case above, but for a different time scale.</p></li>
<li><p>Rolling windows, or overlapping data intervals. For example, one may want to
have a run each day, but make each run cover the period of the previous seven
days. It is possible to “hack” this with a cron expression, but a custom data
interval would be a more natural representation.</p></li>
</ul>
<p>As such, Airflow allows for custom timetables to be written in plugins and used by
DAGs. An example demonstrating a custom timetable can be found in the
<a class="reference internal" href="../howto/timetable.html"><span class="doc">Customizing DAG Scheduling with Timetables</span></a> how-to guide.</p>
<div class="section" id="built-in-timetables">
<h2>Built-in Timetables<a class="headerlink" href="#built-in-timetables" title="Permalink to this heading"></a></h2>
<p>Airflow comes with several common timetables built in to cover the most common use cases. Additional timetables
may be available in plugins.</p>
<div class="section" id="crontriggertimetable">
<span id="id1"></span><h3>CronTriggerTimetable<a class="headerlink" href="#crontriggertimetable" title="Permalink to this heading"></a></h3>
<p>A timetable that accepts a cron expression, and triggers DAG runs according to it.</p>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><a class="reference internal" href="#differences-between-the-two-cron-timetables">Differences between the two cron timetables</a></p>
</div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">airflow.timetables.trigger</span> <span class="kn">import</span> <span class="n">CronTriggerTimetable</span>
<span class="nd">@dag</span><span class="p">(</span>
<span class="n">timetable</span><span class="o">=</span><span class="n">CronTriggerTimetable</span><span class="p">(</span><span class="s1">&#39;0 1 * * 3&#39;</span><span class="p">,</span> <span class="n">timezone</span><span class="o">=</span><span class="s1">&#39;UTC&#39;</span><span class="p">),</span> <span class="c1"># At 01:00 on Wednesday</span>
<span class="p">)</span>
<span class="k">def</span> <span class="nf">example_dag</span><span class="p">():</span>
<span class="k">pass</span>
</pre></div>
</div>
<p>It is also possible to provide a static data interval to the timetable. The optional <code class="docutils literal notranslate"><span class="pre">interval</span></code> argument
must be a <a class="reference external" href="https://docs.python.org/3/library/datetime.html#datetime.timedelta" title="(in Python v3.10)"><code class="xref py py-class docutils literal notranslate"><span class="pre">datetime.timedelta</span></code></a> or <code class="docutils literal notranslate"><span class="pre">dateutil.relativedelta.relativedelta</span></code>. If given, a triggered DAG
run’s data interval would span the specified duration, and <em>ends</em> with the trigger time.</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">timedelta</span>
<span class="kn">from</span> <span class="nn">airflow.timetables.trigger</span> <span class="kn">import</span> <span class="n">CronTriggerTimetable</span>
<span class="nd">@dag</span><span class="p">(</span>
<span class="c1"># Runs every Friday at 18:00 to cover the work week (9:00 Monday to 18:00 Friday).</span>
<span class="n">timetable</span><span class="o">=</span><span class="n">CronTriggerTimetable</span><span class="p">(</span>
<span class="s2">&quot;0 18 * * 5&quot;</span><span class="p">,</span>
<span class="n">timezone</span><span class="o">=</span><span class="s2">&quot;UTC&quot;</span><span class="p">,</span>
<span class="n">interval</span><span class="o">=</span><span class="n">timedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">hours</span><span class="o">=</span><span class="mi">9</span><span class="p">),</span>
<span class="p">),</span>
<span class="p">)</span>
<span class="k">def</span> <span class="nf">example_dag</span><span class="p">():</span>
<span class="k">pass</span>
</pre></div>
</div>
</div>
<div class="section" id="deltadataintervaltimetable">
<span id="id2"></span><h3>DeltaDataIntervalTimetable<a class="headerlink" href="#deltadataintervaltimetable" title="Permalink to this heading"></a></h3>
<p>Schedules data intervals with a time delta. Can be selected by providing a
<a class="reference external" href="https://docs.python.org/3/library/datetime.html#datetime.timedelta" title="(in Python v3.10)"><code class="xref py py-class docutils literal notranslate"><span class="pre">datetime.timedelta</span></code></a> or <code class="docutils literal notranslate"><span class="pre">dateutil.relativedelta.relativedelta</span></code> to the <code class="docutils literal notranslate"><span class="pre">schedule</span></code> parameter of a DAG.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@dag</span><span class="p">(</span><span class="n">schedule</span><span class="o">=</span><span class="n">datetime</span><span class="o">.</span><span class="n">timedelta</span><span class="p">(</span><span class="n">minutes</span><span class="o">=</span><span class="mi">30</span><span class="p">))</span>
<span class="k">def</span> <span class="nf">example_dag</span><span class="p">():</span>
<span class="k">pass</span>
</pre></div>
</div>
</div>
<div class="section" id="crondataintervaltimetable">
<span id="id3"></span><h3>CronDataIntervalTimetable<a class="headerlink" href="#crondataintervaltimetable" title="Permalink to this heading"></a></h3>
<p>A timetable that accepts a cron expression, creates data intervals according to the interval between each cron
trigger points, and triggers a DAG run at the end of each data interval.</p>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><a class="reference internal" href="#differences-between-the-two-cron-timetables">Differences between the two cron timetables</a></p>
</div>
<p>This can be selected by providing a string that is a valid cron expression to the <code class="docutils literal notranslate"><span class="pre">schedule</span></code>
parameter of a DAG as described in the <a class="reference internal" href="dags.html"><span class="doc">DAGs</span></a> documentation.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@dag</span><span class="p">(</span><span class="n">schedule</span><span class="o">=</span><span class="s2">&quot;0 1 * * 3&quot;</span><span class="p">)</span> <span class="c1"># At 01:00 on Wednesday.</span>
<span class="k">def</span> <span class="nf">example_dag</span><span class="p">():</span>
<span class="k">pass</span>
</pre></div>
</div>
</div>
<div class="section" id="eventstimetable">
<h3>EventsTimetable<a class="headerlink" href="#eventstimetable" title="Permalink to this heading"></a></h3>
<p>Simply pass a list of <code class="docutils literal notranslate"><span class="pre">datetime</span></code>s for the DAG to run after. Useful for timing based on sporting
events, planned communication campaigns, and other schedules that are arbitrary and irregular but predictable.</p>
<p>The list of events must be finite and of reasonable size as it must be loaded every time the DAG is parsed. Optionally,
the <code class="docutils literal notranslate"><span class="pre">restrict_to_events</span></code> flag can be used to force manual runs of the DAG to use the time of the most recent (or very
first) event for the data interval, otherwise manual runs will run with a <code class="docutils literal notranslate"><span class="pre">data_interval_start</span></code> and
<code class="docutils literal notranslate"><span class="pre">data_interval_end</span></code> equal to the time at which the manual run was begun. You can also name the set of events using the
<code class="docutils literal notranslate"><span class="pre">description</span></code> parameter, which will be displayed in the Airflow UI.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">airflow.timetables.events</span> <span class="kn">import</span> <span class="n">EventsTimetable</span>
<span class="nd">@dag</span><span class="p">(</span>
<span class="n">timetable</span><span class="o">=</span><span class="n">EventsTimetable</span><span class="p">(</span>
<span class="n">event_dates</span><span class="o">=</span><span class="p">[</span>
<span class="n">pendulum</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">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">27</span><span class="p">,</span> <span class="n">tz</span><span class="o">=</span><span class="s2">&quot;America/Chicago&quot;</span><span class="p">),</span>
<span class="n">pendulum</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">4</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">27</span><span class="p">,</span> <span class="n">tz</span><span class="o">=</span><span class="s2">&quot;America/Chicago&quot;</span><span class="p">),</span>
<span class="n">pendulum</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">4</span><span class="p">,</span> <span class="mi">22</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="n">tz</span><span class="o">=</span><span class="s2">&quot;America/Chicago&quot;</span><span class="p">),</span>
<span class="p">],</span>
<span class="n">description</span><span class="o">=</span><span class="s2">&quot;My Team&#39;s Baseball Games&quot;</span><span class="p">,</span>
<span class="n">restrict_to_events</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="p">),</span>
<span class="p">)</span>
<span class="k">def</span> <span class="nf">example_dag</span><span class="p">():</span>
<span class="k">pass</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="differences-between-the-two-cron-timetables">
<span id="id4"></span><h2>Differences between the two cron timetables<a class="headerlink" href="#differences-between-the-two-cron-timetables" title="Permalink to this heading"></a></h2>
<p>There are two timetables <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> and <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a> that accepts a cron expression.
There are some differences between the two:
- <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> does not take care of <em>Data Interval</em>, while <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a> does.
- The time when a DAG run is triggered by <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> is more intuitive and more similar to what people
expect cron to behave than that of <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a> (when <code class="docutils literal notranslate"><span class="pre">catchup</span></code> is <code class="docutils literal notranslate"><span class="pre">False</span></code>).</p>
<div class="section" id="whether-taking-care-of-data-interval">
<h3>Whether taking care of <em>Data Interval</em><a class="headerlink" href="#whether-taking-care-of-data-interval" title="Permalink to this heading"></a></h3>
<p><a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> <em>does not</em> care the idea of <em>data interval</em>. It means the value of <code class="docutils literal notranslate"><span class="pre">data_interval_start</span></code>,
<code class="docutils literal notranslate"><span class="pre">data_interval_end</span></code> and legacy <code class="docutils literal notranslate"><span class="pre">execution_date</span></code> are the same - the time when a DAG run is triggered.</p>
<p>On the other hand, <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a> <em>does</em> care the idea of <em>data interval</em>. It means the value of
<code class="docutils literal notranslate"><span class="pre">data_interval_start</span></code> and <code class="docutils literal notranslate"><span class="pre">data_interval_end</span></code> (and legacy <code class="docutils literal notranslate"><span class="pre">execution_date</span></code>) are different. They are the start
and end of the interval respectively.</p>
</div>
<div class="section" id="the-time-when-a-dag-run-is-triggered">
<h3>The time when a DAG run is triggered<a class="headerlink" href="#the-time-when-a-dag-run-is-triggered" title="Permalink to this heading"></a></h3>
<p>There is no difference between the two when <code class="docutils literal notranslate"><span class="pre">catchup</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>. <a class="reference internal" href="../dag-run.html#dag-catchup"><span class="std std-ref">Catchup</span></a> tells you how DAG runs are
triggered when <code class="docutils literal notranslate"><span class="pre">catchup</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p>
<p>When <code class="docutils literal notranslate"><span class="pre">catchup</span></code> is <code class="docutils literal notranslate"><span class="pre">False</span></code>, there is difference in how a new DAG run is triggered. <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> triggers
a new DAG run <em>after</em> the current time, while <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a> does <em>before</em> the current time (assuming
the value of <code class="docutils literal notranslate"><span class="pre">start_date</span></code> is past time).</p>
<p>Here is an example showing how the first DAG run is triggered. Supposes there is a cron expression <code class="docutils literal notranslate"><span class="pre">&#64;daily</span></code> or
<code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">*</span> <span class="pre">*</span> <span class="pre">*</span></code>, which is aimed to run at 12AM every day. If you enable DAGs using the two timetables at 3PM on January
31st, <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> will trigger a new DAG run at 12AM on February 1st. <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a>, on the other
hand, will immediately trigger a new DAG run which is supposed to trigger at 12AM on January 31st if the DAG had been
enabled beforehand.</p>
<p>This is another example showing the difference in the case of skipping DAG runs. Suppose there are two running DAGs
using the two timetables with a cron expression <code class="docutils literal notranslate"><span class="pre">&#64;daily</span></code> or <code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">*</span> <span class="pre">*</span> <span class="pre">*</span></code>. If you pause the DAGs at 3PM on January
31st and re-enable them at 3PM on February 2nd, <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> skips the DAG runs which are supposed to
trigger on February 1st and 2nd. The next DAG run will be triggered at 12AM on February 3rd. <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a>,
on the other hand, skips the DAG runs which are supposed to trigger on February 1st only. A DAG run for February 2nd
is immediately triggered after you re-enable the DAG.</p>
<p>By these examples, you see how <a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a> triggers DAG runs is more intuitive and more similar to what
people expect cron to behave than how <a class="reference internal" href="#crondataintervaltimetable">CronDataIntervalTimetable</a> does.</p>
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<li><a class="reference internal" href="#built-in-timetables">Built-in Timetables</a><ul>
<li><a class="reference internal" href="#crontriggertimetable">CronTriggerTimetable</a></li>
<li><a class="reference internal" href="#deltadataintervaltimetable">DeltaDataIntervalTimetable</a></li>
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