ferruzzi commented on code in PR #53727:
URL: https://github.com/apache/airflow/pull/53727#discussion_r2243613356


##########
airflow-core/docs/howto/deadline-alerts.rst:
##########
@@ -0,0 +1,255 @@
+ .. Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at
+
+ ..   http://www.apache.org/licenses/LICENSE-2.0
+
+ .. Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+
+
+Deadline Alerts
+===============
+
+The :class:`~airflow.sdk.definitions.deadline.DeadlineAlert` feature is the 
next evolution of
+the old SLA.  Deadline Alerts allow you to set time thresholds for your DAG 
runs and automatically
+respond when those thresholds are exceeded. You can set up Deadline Alerts by 
choosing a built-in
+reference point, setting an interval, and defining a response using either 
Airflow's Notifiers or
+a custom callback function.
+
+Creating a Deadline Alert
+-------------------------
+
+To create a Deadline Alert, you'll need to specify three components:
+
+* A reference: When to start counting from
+* An interval: How far before or after the reference point to trigger the alert
+* A callback: What to do when the deadline is exceeded
+
+Here is how Deadlines are calculated:
+
+::
+
+    [Reference] ------ [Interval] ------> [Deadline]
+        ^                                     ^
+        |                                     |
+     Start time                          Trigger point
+
+Here's an example DAG implementation. If the DAG has not finished 15 minutes 
after it was queued, send an email:
+
+.. code-block:: python
+
+    from datetime import datetime, timedelta
+    from airflow import DAG
+    from airflow.sdk.definitions.deadline import DeadlineAlert, 
DeadlineReference
+    from airflow.providers.smtp.notifications.smtp import SmtpNotifier
+    from airflow.providers.standard.operators.empty import EmptyOperator
+
+    with DAG(
+        dag_id="deadline_alert_example",
+        deadline=DeadlineAlert(
+            reference=DeadlineReference.DAGRUN_QUEUED_AT,
+            interval=timedelta(minutes=15),
+            callback=SmtpNotifier(
+                to="[email protected]",
+                subject="[Alert] DAG {{ dag.dag_id }} exceeded time threshold",
+                html_content="The DAG has been running for more than 15 
minutes since being queued.",
+            ),
+        ),
+    ):
+        EmptyOperator(task_id="example_task")
+
+The timeline for this example would look like this:
+
+::
+
+    |------|-----------|---------|-----------|--------|
+        Scheduled    Queued    Started    Deadline
+         00:00       00:03      00:05      00:18
+
+Using Built-in References
+-------------------------
+
+Airflow provides several built-in reference points that you can use with 
DeadlineAlert:
+
+``DeadlineReference.DAGRUN_QUEUED_AT``
+    Measures time from when the DagRun was queued. Useful for monitoring 
resource constraints.
+
+``DeadlineReference.DAGRUN_LOGICAL_DATE``
+    References when the DAG run was scheduled to start. For example, setting 
an interval of
+    ``timedelta(minutes=15)`` would trigger the alert if the DAG hasn't 
completed 15 minutes
+    after it was scheduled to start, regardless of when (or if) it actually 
began executing.
+    Useful for ensuring scheduled DAGs complete before their next scheduled 
run.
+
+``DeadlineReference.FIXED_DATETIME``
+    Specifies a fixed point in time. Useful when DAGs must complete by a 
specific time.
+
+Here's an example using a fixed datetime:
+
+.. code-block:: python
+
+    tomorrow_at_ten = datetime.combine(datetime.now().date() + 
timedelta(days=1), time(10, 0))
+
+    with DAG(
+        dag_id="fixed_deadline_alert",
+        deadline=DeadlineAlert(
+            reference=DeadlineReference.FIXED_DATETIME(tomorrow_at_ten),
+            interval=timedelta(minutes=-30),  # Alert 30 minutes before the 
deadline
+            callback=SmtpNotifier(
+                to="[email protected]",
+                subject="Report will be late",
+                html_content="The report will not be ready 30 minutes before 
the deadline.",
+            ),
+        ),
+    ):
+        EmptyOperator(task_id="example_task")
+
+The timeline for this example would look like this:
+
+::
+
+    |------|----------|---------|----------|--------|
+        Deadline    Queued    Start    Reference
+         08:00      09:15     09:17     10:00
+
+Using Callbacks
+---------------
+
+When a deadline is exceeded, the callback is executed. You can use any async 
:doc:`Notifier </howto/notifications>`
+or create a custom callback function.
+
+Using Built-in Notifiers
+^^^^^^^^^^^^^^^^^^^^^^^^
+
+Here's an example using the Slack notifier if the DagRun has not finished 
within 30 minutes of it being queued:
+
+.. code-block:: python
+
+    with DAG(
+        dag_id="slack_deadline_alert",
+        deadline=DeadlineAlert(
+            reference=DeadlineReference.DAGRUN_QUEUED_AT,
+            interval=timedelta(minutes=15),

Review Comment:
   Thanks so much for catching these.  I went through a bunch of revisions and 
clearly missed some edits.  A bit embarrassing.... 



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