(airflow-site) branch publish updated: Docs updated via refs/heads/main:d74c6cfd824e9c015e1b16949c383a416c4b6501

Sat, 14 Mar 2026 12:37:29 -0700 

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in repository https://gitbox.apache.org/repos/asf/airflow-site.git


The following commit(s) were added to refs/heads/publish by this push:
     new 32431951d5 Docs updated via 
refs/heads/main:d74c6cfd824e9c015e1b16949c383a416c4b6501
32431951d5 is described below

commit 32431951d51100aa7c1b31bc6657dc7048045d71
Author: GitHub Actions <[email protected]>
AuthorDate: Sat Mar 14 19:37:08 2026 +0000

    Docs updated via refs/heads/main:d74c6cfd824e9c015e1b16949c383a416c4b6501
---
 announcements/index.html                           |  25 ++--
 blocktype/index.html                               |   2 +-
 blocktype/testimonial/index.html                   |   2 +-
 blocktype/use-case/index.html                      |   2 +-
 blog/airflow-1.10.10/index.html                    |   4 +-
 blog/airflow-1.10.12/index.html                    |   4 +-
 blog/airflow-1.10.8-1.10.9/index.html              |   4 +-
 blog/airflow-2.10.0/index.html                     |   4 +-
 blog/airflow-2.2.0/index.html                      |   4 +-
 blog/airflow-2.3.0/index.html                      |   4 +-
 blog/airflow-2.4.0/index.html                      |   4 +-
 blog/airflow-2.5.0/index.html                      |   4 +-
 blog/airflow-2.6.0/index.html                      |   4 +-
 blog/airflow-2.7.0/index.html                      |   4 +-
 blog/airflow-2.8.0/index.html                      |   4 +-
 blog/airflow-2.9.0/index.html                      |   4 +-
 blog/airflow-3.1.0/index.html                      |   4 +-
 blog/airflow-survey-2020/index.html                |   4 +-
 blog/airflow-survey-2022/index.html                |   4 +-
 blog/airflow-survey-2023/index.html                |   4 +-
 blog/airflow-survey-2024/index.html                |   4 +-
 blog/airflow-survey-2025/index.html                |   4 +-
 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
 blog/airflow-two-point-oh-is-here/index.html       |   4 +-
 blog/airflow_summit_2021/index.html                |   4 +-
 blog/airflow_summit_2022/index.html                |   4 +-
 blog/airflowctl-0.1.0/index.html                   |   4 +-
 blog/announcing-new-website/index.html             |   4 +-
 blog/apache-airflow-for-newcomers/index.html       |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 blog/fab-oid-vulnerability/index.html              |   4 +-
 .../index.html                                     |   4 +-
 blog/index.html                                    |   2 +-
 blog/index.xml                                     |  70 +++++-----
 blog/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/airflow-summit/index.html                |   2 +-
 blog/tags/airflow-summit/index.xml                 |   2 +-
 blog/tags/community/index.html                     |   2 +-
 blog/tags/community/index.xml                      |   2 +-
 blog/tags/development/index.html                   |   2 +-
 blog/tags/development/index.xml                    |   2 +-
 blog/tags/documentation/index.html                 |   2 +-
 blog/tags/documentation/index.xml                  |   2 +-
 blog/tags/release/index.html                       |   2 +-
 blog/tags/release/index.xml                        |   2 +-
 blog/tags/rest-api/index.html                      |   2 +-
 blog/tags/rest-api/index.xml                       |   2 +-
 blog/tags/survey/index.html                        |   2 +-
 blog/tags/survey/index.xml                         |   2 +-
 blog/tags/users/index.html                         |   2 +-
 blog/tags/users/index.xml                          |   2 +-
 blog/tags/vulnerabilities/index.html               |   2 +-
 blog/tags/vulnerabilities/index.xml                |   2 +-
 code-of-conduct/index.html                         |   2 +-
 community/index.html                               |   2 +-
 community/resources/index.html                     |   4 +-
 docs/index.html                                    |   2 +-
 ecosystem/index.html                               |   2 +-
 index.html                                         |   2 +-
 meetups/index.html                                 |   2 +-
 privacy-notice/index.html                          |   2 +-
 roadmap/index.html                                 |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 154 ++++++++++-----------
 .../sphinx_airflow_theme-0.3.0-py3-none-any.whl    | Bin 446165 -> 446165 bytes
 .../sphinx_airflow_theme-0.3.0.tar.gz              | Bin 431779 -> 431781 bytes
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
 use-cases/adobe/index.html                         |   4 +-
 use-cases/adyen/index.html                         |   4 +-
 use-cases/big-fish-games/index.html                |   4 +-
 use-cases/business_operations/index.html           |   4 +-
 use-cases/dish/index.html                          |   4 +-
 use-cases/etl_analytics/index.html                 |   4 +-
 use-cases/experity/index.html                      |   4 +-
 use-cases/index.html                               |   2 +-
 use-cases/infrastructure-management/index.html     |   4 +-
 use-cases/mlops/index.html                         |   4 +-
 use-cases/onefootball/index.html                   |   4 +-
 use-cases/plarium-krasnodar/index.html             |   4 +-
 use-cases/seniorlink/index.html                    |   4 +-
 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 91 files changed, 267 insertions(+), 258 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 5bac3d54b6..5c0913d135 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -27,26 +27,28 @@
 <title>Announcements | Apache Airflow</title><meta property="og:url" 
content="/announcements/">
   <meta property="og:site_name" content="Apache Airflow">
   <meta property="og:title" content="Announcements">
-  <meta property="og:description" content=" March 11, 2026 We’ve just released 
Apache Airflow 3.1.8 🎉
+  <meta property="og:description" content=" March 14, 2026 We’ve just released 
Apache Airflow 2.11.2 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/2.11.2/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/2.11.2/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/2.11.2/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:2.11.2” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-2.11.2
+March 11, 2026 We’ve just released Apache Airflow 3.1.8 🎉
 📦 PyPI: https://pypi.org/project/apache-airflow/3.1.8/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.8” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.8
 February 17, 2026 We’ve just released Apache Airflow Helm chart 1.19.0.
 📦 ArtifactHub: https://artifacthub.io/packages/helm/apache-airflow/airflow 📚 
Docs: https://airflow.apache.org/docs/helm-chart/1.19.0/ 🛠️ Release Notes: 
https://airflow.apache.org/docs/helm-chart/1.19.0/release_notes.html 🪶 Sources: 
https://airflow.apache.org/docs/helm-chart/1.19.0/installing-helm-chart-from-sources.html
-February 4, 2026 We’ve just released Airflow 3.1.7 and Task SDK 1.1.7 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.7/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.7” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.7";>
+February 4, 2026 We’ve just released Airflow 3.1.7 and Task SDK 1.1.7 🎉">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="website">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Announcements">
-  <meta itemprop="description" content=" March 11, 2026 We’ve just released 
Apache Airflow 3.1.8 🎉
+  <meta itemprop="description" content=" March 14, 2026 We’ve just released 
Apache Airflow 2.11.2 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/2.11.2/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/2.11.2/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/2.11.2/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:2.11.2” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-2.11.2
+March 11, 2026 We’ve just released Apache Airflow 3.1.8 🎉
 📦 PyPI: https://pypi.org/project/apache-airflow/3.1.8/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.8” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.8
 February 17, 2026 We’ve just released Apache Airflow Helm chart 1.19.0.
 📦 ArtifactHub: https://artifacthub.io/packages/helm/apache-airflow/airflow 📚 
Docs: https://airflow.apache.org/docs/helm-chart/1.19.0/ 🛠️ Release Notes: 
https://airflow.apache.org/docs/helm-chart/1.19.0/release_notes.html 🪶 Sources: 
https://airflow.apache.org/docs/helm-chart/1.19.0/installing-helm-chart-from-sources.html
-February 4, 2026 We’ve just released Airflow 3.1.7 and Task SDK 1.1.7 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.7/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.7” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.7";>
+February 4, 2026 We’ve just released Airflow 3.1.7 and Task SDK 1.1.7 🎉">
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
-  <meta itemprop="wordCount" content="5919">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
+  <meta itemprop="wordCount" content="5948">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -483,6 +485,13 @@ February 4, 2026 We’ve just released Airflow 3.1.7 and 
Task SDK 1.1.7 🎉
         <main role="main" class="td-main container">
             <p> 
  </p>
+<h1 id="march-14-2026">March 14, 2026</h1>
+<p>We&rsquo;ve just released Apache Airflow 2.11.2 🎉</p>
+<p>📦 PyPI: <a 
href="https://pypi.org/project/apache-airflow/2.11.2/";>https://pypi.org/project/apache-airflow/2.11.2/</a>
 <br>
+📚 Docs: <a 
href="https://airflow.apache.org/docs/apache-airflow/2.11.2/";>https://airflow.apache.org/docs/apache-airflow/2.11.2/</a>
 <br>
+🛠 Release Notes: <a 
href="https://airflow.apache.org/docs/apache-airflow/2.11.2/release_notes.html";>https://airflow.apache.org/docs/apache-airflow/2.11.2/release_notes.html</a>
 <br>
+🐳 Docker Image: &ldquo;docker pull apache/airflow:2.11.2&rdquo; <br>
+🚏 Constraints: <a 
href="https://github.com/apache/airflow/tree/constraints-2.11.2";>https://github.com/apache/airflow/tree/constraints-2.11.2</a></p>
 <h1 id="march-11-2026">March 11, 2026</h1>
 <p>We&rsquo;ve just released Apache Airflow 3.1.8 🎉</p>
 <p>📦 PyPI: <a 
href="https://pypi.org/project/apache-airflow/3.1.8/";>https://pypi.org/project/apache-airflow/3.1.8/</a>
 <br>
diff --git a/blocktype/index.html b/blocktype/index.html
index 8a790387bb..09cbf81ebd 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Blocktype">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 24f62bd21a..ca264a9c2a 100644
--- a/blocktype/testimonial/index.html
+++ b/blocktype/testimonial/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Testimonial">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blocktype/use-case/index.html b/blocktype/use-case/index.html
index 3987883f62..8fddf46f9a 100644
--- a/blocktype/use-case/index.html
+++ b/blocktype/use-case/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Use-Case">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/airflow-1.10.10/index.html b/blog/airflow-1.10.10/index.html
index 0ccf45f7fe..5a7ff6b6f2 100644
--- a/blog/airflow-1.10.10/index.html
+++ b/blog/airflow-1.10.10/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-04-09T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.10">
   <meta itemprop="description" content="We are happy to present Apache Airflow 
1.10.10">
   <meta itemprop="datePublished" content="2020-04-09T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="1142">
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diff --git a/blog/airflow-1.10.12/index.html b/blog/airflow-1.10.12/index.html
index dfba79b66f..83d04817c8 100644
--- a/blog/airflow-1.10.12/index.html
+++ b/blog/airflow-1.10.12/index.html
@@ -31,14 +31,14 @@
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-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.12">
   <meta itemprop="description" content="We are happy to present Apache Airflow 
1.10.12">
   <meta itemprop="datePublished" content="2020-08-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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   <meta itemprop="wordCount" content="910">
   <meta itemprop="image" content="/images/feature-image.png">
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diff --git a/blog/airflow-1.10.8-1.10.9/index.html 
b/blog/airflow-1.10.8-1.10.9/index.html
index c8c91c3a38..9897ff1aaf 100644
--- a/blog/airflow-1.10.8-1.10.9/index.html
+++ b/blog/airflow-1.10.8-1.10.9/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-02-23T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
   <meta itemprop="description" content="We are happy to present the new 1.10.8 
and 1.10.9 releases of Apache Airflow.">
   <meta itemprop="datePublished" content="2020-02-23T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="437">
   <meta itemprop="image" content="/images/feature-image.png">
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diff --git a/blog/airflow-2.10.0/index.html b/blog/airflow-2.10.0/index.html
index 4744deb980..78411eb340 100644
--- a/blog/airflow-2.10.0/index.html
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     <meta property="article:section" content="blog">
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+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.10.0 is here">
   <meta itemprop="description" content="Apache Airflow 2.10.0 is a 
game-changer, with powerful Dataset improvements and the groundbreaking Hybrid 
Executor, set to redefine your workflow capabilities!">
   <meta itemprop="datePublished" content="2024-08-08T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/blog/airflow-2.2.0/index.html b/blog/airflow-2.2.0/index.html
index 52079c3f8e..6d6dc14e97 100644
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     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="What&#39;s new in Apache Airflow 2.2.0">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.2.0 has been released.">
   <meta itemprop="datePublished" content="2021-10-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/blog/airflow-2.3.0/index.html b/blog/airflow-2.3.0/index.html
index cf1d69a18b..9aaa6628f6 100644
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   <meta itemprop="name" content="Apache Airflow 2.3.0 is here">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.3.0 has been released.">
   <meta itemprop="datePublished" content="2022-04-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/blog/airflow-2.4.0/index.html b/blog/airflow-2.4.0/index.html
index 89f6e68406..a5cfbb4871 100644
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diff --git a/blog/airflowctl-0.1.0/index.html b/blog/airflowctl-0.1.0/index.html
index 80a343d3f2..b795d3ba50 100644
--- a/blog/airflowctl-0.1.0/index.html
+++ b/blog/airflowctl-0.1.0/index.html
@@ -31,14 +31,14 @@
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     <meta property="article:published_time" 
content="2025-10-15T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" 
content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
 
   <meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
   <meta itemprop="description" content="A new way of using API in Airflow. 
Apache Airflow CTL aka airflowctl 0.1.0 is released! Secure way to manage your 
Apache Airflow deployments with ease.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="898">
   <meta itemprop="image" 
content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/announcing-new-website/index.html 
b/blog/announcing-new-website/index.html
index 8b032c7bb7..06193bca94 100644
--- a/blog/announcing-new-website/index.html
+++ b/blog/announcing-new-website/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="New Airflow website">
   <meta itemprop="description" content="We are thrilled about our new 
website!">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="282">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 2098b06181..a14627b1f3 100644
--- a/blog/apache-airflow-for-newcomers/index.html
+++ b/blog/apache-airflow-for-newcomers/index.html
@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta itemprop="description" content="Apache Airflow is a platform to 
programmatically author, schedule, and monitor workflows. A workflow is a 
sequence of tasks that processes a set of data. You can think of workflow as 
the path that describes how tasks go from being undone to done. Scheduling, on 
the other hand, is the process of planning, controlling, and optimizing when a 
particular task should be done.
 Authoring Workflow in Apache Airflow. Airflow makes it easy to author 
workflows using python scripts. A Directed Acyclic Graph (DAG) represents a 
workflow in Airflow. It is a collection of tasks in a way that shows each 
task’s relationships and dependencies. You can have as many DAGs as you want, 
and Airflow will execute them according to the task’s relationships and 
dependencies. If task B depends on the successful execution of another task A, 
it means Airflow will run task A and only r [...]
   <meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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   <meta itemprop="wordCount" content="1070">
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diff --git 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 24d3d23a13..b7e6526709 100644
--- 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
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content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights 
by Airflow Committers">
   <meta itemprop="description" content="Here come some thoughts by Airflow 
committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
community!">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="138">
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diff --git a/blog/documenting-using-local-development-environments/index.html 
b/blog/documenting-using-local-development-environments/index.html
index 6440c3178a..521d11b4b7 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
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   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
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content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Documenting using local development 
environment">
   <meta itemprop="description" content="The story behind documenting local 
development environment of Apache Airflow">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
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diff --git 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index ea50b03b08..1f88551fca 100644
--- 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-20T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Documentation">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta itemprop="description" content="I came across Google Season of Docs 
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter 
addiction. I was familiar with the Google Summer of Code but not with this 
program. It turns out it was the inaugural phase. I read the details, and the 
process felt a lot like GSoC except that this was about documentation.
 About Me I have been writing tech articles on medium as well as my blog for 
the past 1.5 years. Blogging helps me test my understanding of the concepts as 
untangling the toughest of ideas in simple sentences requires a considerable 
time investment.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="1521">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Documentation">
diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html 
b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index 707689544e..2d04161c8f 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -32,7 +32,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta itemprop="description" content="Outreachy is a program which organises 
three months paid internships with FOSS projects for people who are typically 
underrepresented in those projects.
 Contribution Period The first thing I had to do was choose a project under an 
organisation. After going through all the projects I chose “Extending the REST 
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I 
thought it would be easier to get started with the contributions. The next step 
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze. 
Since I had never contributed to FOSS before so this part was overwhelming but 
there were plenty  [...]
   <meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="528">
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index 3d4b080a21..d53c8d4b50 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-02-26T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="Vulnerabilities">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="638">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Vulnerabilities">
diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html 
b/blog/implementing-stable-api-for-apache-airflow/index.html
index 4b52c8f562..8e7419e684 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -31,14 +31,14 @@
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content="2020-07-19T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="article:tag" content="REST API">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Implementing Stable API for Apache Airflow">
   <meta itemprop="description" content="An Outreachy intern&#39;s progress 
report on contributing to Apache Airflow REST API.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/blog/index.html b/blog/index.html
index 241de47d64..16e3394fa3 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Blog">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
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diff --git a/blog/index.xml b/blog/index.xml
index 2a16105963..efb4267897 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
 <id>/blog/</id>
 
 
-  <updated>2026-03-13T08:12:38Z</updated>
+  <updated>2026-03-14T20:34:29Z</updated>
 
 
   <entry>
@@ -16,7 +16,7 @@
     <link href="/blog/airflow-survey-2025/" rel="alternate"/>
     <id>/blog/airflow-survey-2025/</id>
     <published>2026-01-22T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -38,7 +38,7 @@
     <link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
     <id>/blog/airflowctl-0.1.0/</id>
     <published>2025-10-15T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -200,7 +200,7 @@ The secure CLI foundation lays the groundwork for Airflow’s 
next generation. A
     <link href="/blog/airflow-3.1.0/" rel="alternate"/>
     <id>/blog/airflow-3.1.0/</id>
     <published>2025-09-25T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -385,7 +385,7 @@ human-centered. We can&rsquo;t wait to see what you build 
with it!</p>
     <link href="/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
     <id>/blog/airflow-three-point-oh-is-here/</id>
     <published>2025-04-22T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -791,7 +791,7 @@ Let’s build the future of data orchestration—together.</p>
     <link href="/blog/airflow-survey-2024/" rel="alternate"/>
     <id>/blog/airflow-survey-2024/</id>
     <published>2025-02-27T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -813,7 +813,7 @@ Let’s build the future of data orchestration—together.</p>
     <link href="/blog/airflow-2.10.0/" rel="alternate"/>
     <id>/blog/airflow-2.10.0/</id>
     <published>2024-08-08T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -937,7 +937,7 @@ executor = 
&#39;LocalExecutor,KubernetesExecutor,my.custom.module.ExecutorClass:
     <link href="/blog/airflow-2.9.0/" rel="alternate"/>
     <id>/blog/airflow-2.9.0/</id>
     <published>2024-04-08T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1059,7 +1059,7 @@ xcom_objectstorage_compression = gzip
     <link href="/blog/fab-oid-vulnerability/" rel="alternate"/>
     <id>/blog/fab-oid-vulnerability/</id>
     <published>2024-02-26T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1146,7 +1146,7 @@ where Flask AppBuilder is also used.</p>
     <link href="/blog/airflow-2.8.0/" rel="alternate"/>
     <id>/blog/airflow-2.8.0/</id>
     <published>2023-12-15T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1227,7 +1227,7 @@ We care for your security, and &ldquo;secure by 
default&rdquo; is one of the thi
     <link href="/blog/airflow-survey-2023/" rel="alternate"/>
     <id>/blog/airflow-survey-2023/</id>
     <published>2023-09-21T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1246,7 +1246,7 @@ We care for your security, and &ldquo;secure by 
default&rdquo; is one of the thi
     <link href="/blog/airflow-2.7.0/" rel="alternate"/>
     <id>/blog/airflow-2.7.0/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1309,7 +1309,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/introducing_setup_teardown/" rel="alternate"/>
     <id>/blog/introducing_setup_teardown/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1358,7 +1358,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/airflow-2.6.0/" rel="alternate"/>
     <id>/blog/airflow-2.6.0/</id>
     <published>2023-04-30T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1418,7 +1418,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/airflow-2.5.0/" rel="alternate"/>
     <id>/blog/airflow-2.5.0/</id>
     <published>2022-12-02T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1454,7 +1454,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow-2.4.0/" rel="alternate"/>
     <id>/blog/airflow-2.4.0/</id>
     <published>2022-09-19T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1559,7 +1559,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow-survey-2022/" rel="alternate"/>
     <id>/blog/airflow-survey-2022/</id>
     <published>2022-06-17T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3250,7 +3250,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow_summit_2022/" rel="alternate"/>
     <id>/blog/airflow_summit_2022/</id>
     <published>2022-05-16T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3275,7 +3275,7 @@ communities to watch the event and network.</p>
     <link href="/blog/airflow-2.3.0/" rel="alternate"/>
     <id>/blog/airflow-2.3.0/</id>
     <published>2022-04-30T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3377,7 +3377,7 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
     <link href="/blog/airflow-2.2.0/" rel="alternate"/>
     <id>/blog/airflow-2.2.0/</id>
     <published>2021-10-11T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3433,7 +3433,7 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
     <link href="/blog/airflow_summit_2021/" rel="alternate"/>
     <id>/blog/airflow_summit_2021/</id>
     <published>2021-03-21T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3455,7 +3455,7 @@ participate in its development.</p>
     <link href="/blog/airflow-survey-2020/" rel="alternate"/>
     <id>/blog/airflow-survey-2020/</id>
     <published>2021-03-09T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4780,7 +4780,7 @@ to share their experience and tools.</p>
     <link href="/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
     <id>/blog/airflow-two-point-oh-is-here/</id>
     <published>2020-12-17T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4874,7 +4874,7 @@ Docs on <a 
href="http://airflow.apache.org/docs/apache-airflow-providers/package
     <link href="/blog/experience-with-airflow-as-an-outreachy-intern/" 
rel="alternate"/>
     <id>/blog/experience-with-airflow-as-an-outreachy-intern/</id>
     <published>2020-08-30T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4935,7 +4935,7 @@ community that has been made my summer, one to 
remember.</p>
     <link href="/blog/airflow-1.10.12/" rel="alternate"/>
     <id>/blog/airflow-1.10.12/</id>
     <published>2020-08-25T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5056,7 +5056,7 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu, 
dewaldabrie, pulsar314, retornam,
     <link href="/blog/apache-airflow-for-newcomers/" rel="alternate"/>
     <id>/blog/apache-airflow-for-newcomers/</id>
     <published>2020-08-17T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5169,7 +5169,7 @@ and <a href="https://github.com/turbaszek";>Tomek</a> for 
all their support. I&rs
     <link href="/blog/implementing-stable-api-for-apache-airflow/" 
rel="alternate"/>
     <id>/blog/implementing-stable-api-for-apache-airflow/</id>
     <published>2020-07-19T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5255,7 +5255,7 @@ wonderful reviews. I&rsquo;m grateful.</p>
     <link href="/blog/airflow-1.10.10/" rel="alternate"/>
     <id>/blog/airflow-1.10.10/</id>
     <published>2020-04-09T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5398,7 +5398,7 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have 
been in progress in anoth
     <link href="/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
     <id>/blog/airflow-1.10.8-1.10.9/</id>
     <published>2020-02-23T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5453,7 +5453,7 @@ for 1.10.* series but would no longer be available from 
Airflow 2.0</p>
     <link 
href="/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" 
rel="alternate"/>
     
<id>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
     <published>2019-12-20T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5551,7 +5551,7 @@ After a lot of trial and error, we arrived at a version 
with which both of us co
     <link href="/blog/airflow-survey/" rel="alternate"/>
     <id>/blog/airflow-survey/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6354,7 +6354,7 @@ declare DAGs.</p>
     <link href="/blog/announcing-new-website/" rel="alternate"/>
     <id>/blog/announcing-new-website/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6386,7 +6386,7 @@ and that its improved accessibility increases adoption 
and use of Apache Airflow
     <link 
href="/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/"
 rel="alternate"/>
     
<id>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6401,7 +6401,7 @@ and that its improved accessibility increases adoption 
and use of Apache Airflow
     <link href="/blog/documenting-using-local-development-environments/" 
rel="alternate"/>
     <id>/blog/documenting-using-local-development-environments/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6440,7 +6440,7 @@ a team for 3 months.</p>
     <link href="/blog/its-a-breeze-to-develop-apache-airflow/" 
rel="alternate"/>
     <id>/blog/its-a-breeze-to-develop-apache-airflow/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-13T08:12:38Z</updated>
+    <updated>2026-03-14T20:34:29Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index b39fcef2a4..24408e229a 100644
--- a/blog/introducing_setup_teardown/index.html
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@@ -31,13 +31,13 @@
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-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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index 9c8f200a36..229b661242 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
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-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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b/blog/tags/airflow-summit/index.html
index 689e13e8f0..0e7abf0bf9 100644
--- a/blog/tags/airflow-summit/index.html
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b/blog/tags/airflow-summit/index.xml
index 47350ba31f..2d10829242 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
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Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
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index a70a4d19f1..c9f6e5a693 100644
--- a/blog/tags/community/index.html
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-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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index cc50a134bf..abc2385019 100644
--- a/blog/tags/community/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
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index 848dbcd536..cb2d3a6220 100644
--- a/blog/tags/development/index.html
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index 19499e20c2..cad46a02a2 100644
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
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diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 78b3428344..49e2edf40f 100644
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b/blog/tags/documentation/index.xml
index cbe13ff4f9..4f35dd4b7f 100644
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
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Airflow</title>
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index 1b0bafb953..5d090d9424 100644
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index b17a0eba69..f0ab959987 100644
--- a/blog/tags/release/index.xml
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@@ -6,7 +6,7 @@
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     <language>en</language>
-    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
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index 75e4f85a84..dc0d90abd4 100644
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index 9355ce9231..3aff41a29a 100644
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index 569a757179..3482773683 100644
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index 2738eb9a4d..46f11a8cdf 100644
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index 7b6446e336..1365a739c9 100644
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index 8f1cc3b1e7..899ce5dd6b 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Vulnerabilities">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.xml 
b/blog/tags/vulnerabilities/index.xml
index 89df554ec1..b63bd0f660 100644
--- a/blog/tags/vulnerabilities/index.xml
+++ b/blog/tags/vulnerabilities/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Vulnerabilities on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
+    <lastBuildDate>Sat, 14 Mar 2026 20:34:29 +0100</lastBuildDate>
     <atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Vulnerability in long deprecated OpenID authentication method in 
Flask AppBuilder</title>
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 8bc68e446b..cbcdc5c819 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow 
Community groups abide by The Apache Software Foundation’s (ASF) Code of 
Conduct . Below, please find a breakdown of how that code applies to Airflow 
Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code 
of Conduct . In addition to those primary guidelines, these policies are 
specifically for Airflow Slack. The Airflow Slack community contains 
40,000&#43; members and continues to grow. Because this community is run by the 
very practitioners who build in Airflow daily, our members feel a sense of 
camaraderie, ownership, and comfortability here.  ">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index 435e7053e3..ef2c7ea378 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Want to contribute? Join the Dev list 
The Dev list is the preferred channel for announcements, proposals and votes. 
Manage your subscription:">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="560">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index cd7baf629a..70b2d7bf44 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Logo SVGs (light): Horizontal, 
Small, Icon Logo SVGs (dark): Horizontal, Small, Icon Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="43">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 3d76605254..903a1a441a 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL 
(airflowctl) is a command-lin
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache 
Airflow Core, which includes webserver, scheduler, CLI and other components 
that are needed for minimal Airflow installation. Read the documentation »
 Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a 
command-line interface (CLI) for Apache Airflow that interacts exclusively with 
the Airflow REST API. It provides a secure, auditable, and consistent way to 
manage Airflow deployments — without direct access to the metadata database. 
Read the documentation »">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="587">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 100804fc1a..3b422d003b 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and 
services are not maintained, nor endorsed by the Apache Airflow® Community and 
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use 
them at your sole discretion. The community does not verify the licences nor 
validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the 
Apache Airflow dev or user mailing list and let us know or simply open a Pull 
Request to that page.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="2215">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index 86c21b23d4..c8e8413dc7 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index bf94aad89f..9ce2b16973 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index fa4c2e5413..73cef00cfc 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the 
Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index dce1962070..0860e8d3dc 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily 
hidden. When the content is ready, re-add the page by putting the following 
code in the frontmatter:
 --- title: &#34;Roadmap&#34; linkTitle: &#34;Roadmap&#34; showSideNav: false 
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around 
(it may not be very intuitive for everyone at first) is that this Airflow 
Python script is really just a configuration file specifying the DAG’s 
structure as code. The actual tasks defined here will run in a different 
context from the context of this script. Different tasks run on different 
workers at different points in time, which  [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index f2fc13b0b2..a22b3e8fd2 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
   <meta property="og:description" content="Platform created by the community 
to programmatically author, schedule and monitor workflows.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index bdd3aef9c9..c56cb650e7 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,236 +3,236 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2025/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
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-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
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   </url><url>
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     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
+    <lastmod>2026-03-14T20:34:29+01:00</lastmod>
   </url>
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diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl 
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diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0.tar.gz 
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diff --git a/survey/index.html b/survey/index.html
index 74e0195ede..ca62454f97 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="&lt;!DOCTYPE html&gt; Redirecting... 
If you are not redirected automatically, please click here.">
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+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
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diff --git a/tags/index.html b/tags/index.html
index be46559e28..732454c6a1 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Tags">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/tags/index.xml b/tags/index.xml
index d470c49cf4..b598c2fd45 100644
--- a/tags/index.xml
+++ b/tags/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Tags on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
+    <lastBuildDate>Sat, 14 Mar 2026 20:34:29 +0100</lastBuildDate>
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       <title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 9f5eceb6a7..5cd410c8ac 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 4fadc94dbf..5b8b414696 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 4e2a093438..d40fce93f1 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 65fdbbc900..5ae1efaf1b 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index d200fead5d..c918eaa4a9 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content="Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index fde66e4205..4374825de3 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index 40554588ee..27f62685a8 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content="Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="291">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 989cd0cc4f..b2113c040f 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy 
our complex, flagship app to multiple nodes in multiple ways. This required 
tasks to communicate across Windows nodes and coordinate timing perfectly. We 
did not want to buy an expensive enterprise scheduling tool and needed ultimate 
flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided 
flexible, multi-node, DAG capable tooling was key and airflow was one of the 
few tools that fit that bill. Having it based on open source and python were 
large factors that upheld our core principles. At the time, Airflow was missing 
a windows hook and operator so we contributed the WinRM hook and operator back 
to the community. Given its flexibility we also use DAG generators to have our 
metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 6f98f5585d..1ae7e8693b 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index c8a9af47d0..881b81b77e 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the 
context of other use cases,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content="Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 4e584e3bda..fdf1573076 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on d [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index b9c39e97f1..e5399fcfcf 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third 
party data sources, clou
   <meta property="og:locale" content="en">
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-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of 
daily active users, managing the complexity of data engineering at Onefootball 
is a constant challenge. Lengthy crontabs, multiplication of custom API 
clients, erosion of confidence in the analytics served, increasing heroism 
(“only one person can solve this issue”). Those are the challenges that most 
teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, 
cloud providers solutions, different storage technologies… Managing all those 
integrations is costly and brittle, especially for small data engineering teams 
that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 23eb74504d..24c728a3b8 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&amp; Development department carries out various experiments, and in all of 
them, we need to create workflow orchestrations for solving tasks in game dev. 
Previously, we didn’t have any suitable tools with a sufficient number of 
built-in functions, and we had to orchestrate processes manually and entirely 
from scratch every time. This led to difficulties with dependencies and 
monitoring when building complex workf [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 689d1054b6..a2c7263498 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver 
value to the business,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at 
Seniorlink, we provide services, support, and technology that engages family 
caregivers. One of our focuses is using data to bolster our knowledge and 
improve the experience of our users. Like many looking to build an effective 
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the 
business, deploying these data services in AWS using a mixture of EMR, ECS, 
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up 
with one monolithic batch process with many smaller satellite jobs. Given the 
scale and quantity of jobs, we began to lose transparency as to what was 
happening. Additionally, many jobs were launched in a single EMR cluster and so 
tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 93110c80b5..007ebb34e3 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &amp; Safety platform. The platform gives our customers a way to 
discern suspicious online behavior from trustworthy behavior, allowing our 
customers to protect their online transactions, maintain the integrity of their 
content platforms, and keep their users’ accounts secure. To make this 
possible, we’ve built model trai [...]
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index f9bd967ffe..fb1358d7d5 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index ba3e174fde..74701676a6 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the 
installation of several librar
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
+    <meta property="article:modified_time" content="2026-03-14T20:34:29+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="dateModified" content="2026-03-14T20:34:29+01:00">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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