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The following commit(s) were added to refs/heads/publish by this push:
     new 0489b30535 Docs updated via 
refs/heads/main:e8b6af3d0fb03d9edb3881f129087019222436ea
0489b30535 is described below

commit 0489b30535aaec836fa384b40c83bfd8a4db5b93
Author: GitHub Actions <[email protected]>
AuthorDate: Fri Mar 13 08:15:41 2026 +0000

    Docs updated via refs/heads/main:e8b6af3d0fb03d9edb3881f129087019222436ea
---
 announcements/index.html                           |   2 +-
 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 +-
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 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 +-
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 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 +-
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 blog/tags/airflow-summit/index.xml                 |   2 +-
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 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 +-
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 docs/index.html                                    |   2 +-
 ecosystem/index.html                               |   5 +-
 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 431775 -> 431784 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 +-
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 use-cases/dish/index.html                          |   4 +-
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 use-cases/index.html                               |   2 +-
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 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 91 files changed, 253 insertions(+), 252 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 17adc234d0..5bac3d54b6 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -45,7 +45,7 @@ February 17, 2026 We’ve just released Apache Airflow Helm 
chart 1.19.0.
 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";>
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
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diff --git a/blocktype/index.html b/blocktype/index.html
index 2523b22d6b..8a790387bb 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
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diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 062b1b74fa..24f62bd21a 100644
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index ccbef2e3aa..0ccf45f7fe 100644
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   <meta itemprop="name" content="Apache Airflow 2.10.0 is here">
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b/blog/airflow-survey-2020/index.html
index 94a0e13fe1..cf1c2bcda5 100644
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index 975fb39391..776b97351d 100644
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b/blog/airflow_summit_2021/index.html
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b/blog/announcing-new-website/index.html
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b/blog/apache-airflow-for-newcomers/index.html
index 142a9984b4..2098b06181 100644
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to author workflows
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+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 7baf389f05..6440c3178a 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="256">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Development">
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 1715b6e3d5..ea50b03b08 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 73d6a5332a..707689544e 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="528">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index a94955e308..3d4b080a21 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 8514c3f413..4b52c8f562 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 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
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content="2020-07-19T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
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   <meta itemprop="wordCount" content="703">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index 1d349d0288..241de47d64 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/blog/index.xml b/blog/index.xml
index efd53f4209..2a16105963 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
 <id>/blog/</id>
 
 
-  <updated>2026-03-12T10:15:54Z</updated>
+  <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</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>2026-03-12T10:15:54Z</updated>
+    <updated>2026-03-13T08:12:38Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index 2d1039e90d..b39fcef2a4 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -31,13 +31,13 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-08-18T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Introducing Setup and Teardown tasks">
   <meta itemprop="description" content="An introduction to Setup and Teardown 
tasks, which are new in Apache Airflow 2.7.0">
   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="678">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html 
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index b9e945c114..9c8f200a36 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="It&#39;s a &#34;Breeze&#34; to develop Apache 
Airflow">
   <meta itemprop="description" content="A Principal Software Engineer&#39;s 
journey to developer productivity. Learn how Jarek and his team sped up and 
simplified Airflow development for the community.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="124">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Development">
diff --git a/blog/tags/airflow-summit/index.html 
b/blog/tags/airflow-summit/index.html
index f2b8de0daa..689e13e8f0 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Airflow Summit">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/airflow-summit/index.xml 
b/blog/tags/airflow-summit/index.xml
index 321ae50ad4..47350ba31f 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Airflow Summit on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/airflow-summit/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Summit 2022</title>
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index 3ac485e062..a70a4d19f1 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Community">
   <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index fbf605751f..cc50a134bf 100644
--- a/blog/tags/community/index.xml
+++ b/blog/tags/community/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Community on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/community/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 244867f79f..848dbcd536 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Development">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index 1b5f4e0c3b..19499e20c2 100644
--- a/blog/tags/development/index.xml
+++ b/blog/tags/development/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Development on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/development/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 2736b799fc..78b3428344 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/documentation/index.xml 
b/blog/tags/documentation/index.xml
index 9563128f8e..cbe13ff4f9 100644
--- a/blog/tags/documentation/index.xml
+++ b/blog/tags/documentation/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Documentation on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/documentation/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Experience in Google Season of Docs 2019 with Apache 
Airflow</title>
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index bbab60e1e3..1b0bafb953 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Release">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index 412f5e9432..b17a0eba69 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Release on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/release/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Apache Airflow CTL aka airflowctl 0.1.0</title>
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 9409e0a4e5..75e4f85a84 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="REST API">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index ef26c5b705..9355ce9231 100644
--- a/blog/tags/rest-api/index.xml
+++ b/blog/tags/rest-api/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in REST API on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/rest-api/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Implementing Stable API for Apache Airflow</title>
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 7ba974360f..569a757179 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Survey">
   <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index 84cceb8731..2738eb9a4d 100644
--- a/blog/tags/survey/index.xml
+++ b/blog/tags/survey/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Survey on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/survey/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 2554752851..343c695c91 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Users">
   <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index 1f07525176..7b6446e336 100644
--- a/blog/tags/users/index.xml
+++ b/blog/tags/users/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Users on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/blog/tags/users/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index e2b612dec9..8f1cc3b1e7 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.xml 
b/blog/tags/vulnerabilities/index.xml
index c4d38df611..89df554ec1 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>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</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 3be48141cd..8bc68e446b 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index f06c5c067e..435e7053e3 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 c90fbf0b13..cd7baf629a 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="43">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 78024f9cd4..3d76605254 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="587">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index af9516844a..100804fc1a 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,8 +36,8 @@ 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="2026-03-12T10:15:54+01:00">
-  <meta itemprop="wordCount" content="2190">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
+  <meta itemprop="wordCount" content="2215">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -589,6 +589,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
 <p><a 
href="https://github.com/yangkyeongmo/mcp-server-apache-airflow";>mcp-server-apache-airflow</a>
 - <a href="https://modelcontextprotocol.com";>MCP</a> server for Apache 
Airflow</p>
 <p><a href="https://github.com/ponderedw/airflow-schedule-insights";>Airflow 
Schedule Insights</a> - Airflow Plugin from <a 
href="https://newsletter.ponder.co";>Ponder</a> that can predict the next DAG 
run for both scheduled DAGs and event-driven DAGs, visualizing everything in a 
beautiful Gantt chart.</p>
 <p><a href="https://github.com/ponderedw/airflow-mcp";>airflow-mcp-ponder</a> - 
<a href="https://modelcontextprotocol.com";>MCP</a> server for Apache Airflow 
with safe and unsafe modes, and can predict next DAG runs if the instance has 
the Airflow Schedule Insights plugin installed.</p>
+<p><a href="https://github.com/rahrajlat/airflow-schedule-heatmap";>Airflow 
Schedule Heatmap</a> - An Airflow plugin that visualizes DAG schedules as a 
heatmap to reveal scheduler load patterns and help distribute pipelines more 
evenly.</p>
 <p> </p>
 <h2 id="airflow-provider-system-test-dashboards">Airflow Provider System Test 
Dashboards</h2>
 <p><a 
href="https://aws-mwaa.github.io/open-source/system-tests/dashboard.html";>Amazon
 provider package health dashboard</a> - Dashboard listing all system tests 
within the Amazon provider package and their current health status: last 
execution status (succeeded/failed, average duration, &hellip;).</p>
diff --git a/index.html b/index.html
index d2d819f4dd..86c21b23d4 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index ef6e1e4425..bf94aad89f 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 198309ccba..fa4c2e5413 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index d52074798c..dce1962070 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 5005482525..f2fc13b0b2 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index 612f969531..bdd3aef9c9 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,236 +3,236 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2025/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/community/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/dish/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/ecosystem/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/experity/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
+    <lastmod>2026-03-13T08:12:38+00:00</lastmod>
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   </url><url>
     <loc>/use-cases/</loc>
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-    <lastmod>2026-03-12T10:15:54+01:00</lastmod>
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   </url>
 </urlset>
diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl 
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diff --git a/survey/index.html b/survey/index.html
index 3dd9d14786..74e0195ede 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.">
-  <meta itemprop="dateModified" content="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/tags/index.html b/tags/index.html
index 1cfb3ab78f..be46559e28 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="2026-03-12T10:15:54+01:00">
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diff --git a/tags/index.xml b/tags/index.xml
index 5a47a11509..d470c49cf4 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>Thu, 12 Mar 2026 10:15:54 +0100</lastBuildDate>
+    <lastBuildDate>Fri, 13 Mar 2026 08:12:38 +0000</lastBuildDate>
     <atom:link href="/tags/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 6879535cf1..9f5eceb6a7 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 b4908924ed..4fadc94dbf 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 1c9a795c2e..4e2a093438 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 898de6fdb1..65fdbbc900 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 7152646642..d200fead5d 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 a8304d1293..fde66e4205 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 7a79d82bdd..40554588ee 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 617680816e..989cd0cc4f 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 bebb9e7094..6f98f5585d 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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
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diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index d0101a10fb..c8a9af47d0 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 c98507e1a2..4e584e3bda 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 67f3fa3cca..b9c39e97f1 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">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 7777f1d0e5..23eb74504d 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 25985f5e9b..689d1054b6 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 0d1ae7bfdb..93110c80b5 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 a71c459e2f..f9bd967ffe 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <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 426f4cd6a7..ba3e174fde 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="2026-03-12T10:15:54+01:00">
+    <meta property="article:modified_time" content="2026-03-13T08:12:38+00:00">
     <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="2026-03-12T10:15:54+01:00">
+  <meta itemprop="dateModified" content="2026-03-13T08:12:38+00:00">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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