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     new e563d93b81 Docs updated via 
refs/heads/main:ed5d5c9c675ffc77d25cea9f64f7974e0fc89fa0
e563d93b81 is described below

commit e563d93b81b32a892dd736a39e74c84ffcf563fd
Author: GitHub Actions <[email protected]>
AuthorDate: Fri Nov 14 14:36:05 2025 +0000

    Docs updated via refs/heads/main:ed5d5c9c675ffc77d25cea9f64f7974e0fc89fa0
---
 announcements/index.html                           |  30 +++--
 blocktype/index.html                               |   2 +-
 blocktype/testimonial/index.html                   |   2 +-
 blocktype/use-case/index.html                      |   2 +-
 blog/airflow-1.10.10/index.html                    |   4 +-
 blog/airflow-1.10.12/index.html                    |   4 +-
 blog/airflow-1.10.8-1.10.9/index.html              |   4 +-
 blog/airflow-2.10.0/index.html                     |   4 +-
 blog/airflow-2.2.0/index.html                      |   4 +-
 blog/airflow-2.3.0/index.html                      |   4 +-
 blog/airflow-2.4.0/index.html                      |   4 +-
 blog/airflow-2.5.0/index.html                      |   4 +-
 blog/airflow-2.6.0/index.html                      |   4 +-
 blog/airflow-2.7.0/index.html                      |   4 +-
 blog/airflow-2.8.0/index.html                      |   4 +-
 blog/airflow-2.9.0/index.html                      |   4 +-
 blog/airflow-3.1.0/index.html                      |   4 +-
 blog/airflow-survey-2020/index.html                |   4 +-
 blog/airflow-survey-2022/index.html                |   4 +-
 blog/airflow-survey-2023/index.html                |   4 +-
 blog/airflow-survey-2024/index.html                |   4 +-
 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
 blog/airflow-two-point-oh-is-here/index.html       |   4 +-
 blog/airflow_summit_2021/index.html                |   4 +-
 blog/airflow_summit_2022/index.html                |   4 +-
 blog/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/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/airflow-summit/index.html                |   2 +-
 blog/tags/community/index.html                     |   2 +-
 blog/tags/development/index.html                   |   2 +-
 blog/tags/documentation/index.html                 |   2 +-
 blog/tags/release/index.html                       |   2 +-
 blog/tags/rest-api/index.html                      |   2 +-
 blog/tags/survey/index.html                        |   2 +-
 blog/tags/users/index.html                         |   2 +-
 blog/tags/vulnerabilities/index.html               |   2 +-
 code-of-conduct/index.html                         |   2 +-
 community/index.html                               |   2 +-
 community/resources/index.html                     |   4 +-
 docs/index.html                                    |   2 +-
 ecosystem/index.html                               |   2 +-
 index.html                                         |   2 +-
 meetups/index.html                                 |   2 +-
 privacy-notice/index.html                          |   2 +-
 roadmap/index.html                                 |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 150 ++++++++++-----------
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
 use-cases/adobe/index.html                         |   4 +-
 use-cases/adyen/index.html                         |   4 +-
 use-cases/big-fish-games/index.html                |   4 +-
 use-cases/business_operations/index.html           |   4 +-
 use-cases/dish/index.html                          |   4 +-
 use-cases/etl_analytics/index.html                 |   4 +-
 use-cases/experity/index.html                      |   4 +-
 use-cases/index.html                               |   2 +-
 use-cases/infrastructure-management/index.html     |   4 +-
 use-cases/mlops/index.html                         |   4 +-
 use-cases/onefootball/index.html                   |   4 +-
 use-cases/plarium-krasnodar/index.html             |   4 +-
 use-cases/seniorlink/index.html                    |   4 +-
 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 76 files changed, 219 insertions(+), 209 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 7e0dcc4190..457d7bb0cc 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -35,26 +35,28 @@
 <title>Announcements | Apache Airflow</title><meta property="og:url" 
content="/announcements/">
   <meta property="og:site_name" content="Apache Airflow">
   <meta property="og:title" content="Announcements">
-  <meta property="og:description" content=" November 11, 2025 📣 We’ve just 
released Apache Airflow CTL 0.1.0 🎉
+  <meta property="og:description" content=" November 14, 2025 We’ve just 
released Apache Airflow 3.1.3 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.3/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.3/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.3/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.3” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.3
+Thanks to all the contributors who made this possible.
+November 11, 2025 📣 We’ve just released Apache Airflow CTL 0.1.0 🎉
 This is the first official release of the airflowctl - new tool to remotely 
interact with your Airflow 3
 📦 PyPI: https://pypi.org/project/apache-airflow-ctl/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow-ctl/stable/index.html 🛠 Release 
Notes: https://airflow.apache.org/docs/apache-airflow-ctl/stable/changelog.html
-Thanks to all the contributors who made this possible.
-November 5, 2025 We’ve just released Apache Airflow 3.1.2 and Task SDK 1.1.2.
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.2";>
+Thanks to all the contributors who made this possible.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="website">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Announcements">
-  <meta itemprop="description" content=" November 11, 2025 📣 We’ve just 
released Apache Airflow CTL 0.1.0 🎉
+  <meta itemprop="description" content=" November 14, 2025 We’ve just released 
Apache Airflow 3.1.3 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.3/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.3/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.3/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.3” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.3
+Thanks to all the contributors who made this possible.
+November 11, 2025 📣 We’ve just released Apache Airflow CTL 0.1.0 🎉
 This is the first official release of the airflowctl - new tool to remotely 
interact with your Airflow 3
 📦 PyPI: https://pypi.org/project/apache-airflow-ctl/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow-ctl/stable/index.html 🛠 Release 
Notes: https://airflow.apache.org/docs/apache-airflow-ctl/stable/changelog.html
-Thanks to all the contributors who made this possible.
-November 5, 2025 We’ve just released Apache Airflow 3.1.2 and Task SDK 1.1.2.
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.2";>
+Thanks to all the contributors who made this possible.">
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
-  <meta itemprop="wordCount" content="5605">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
+  <meta itemprop="wordCount" content="5643">
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@@ -408,6 +410,14 @@ November 5, 2025 We’ve just released Apache Airflow 3.1.2 
and Task SDK 1.1.2.
 
 <p> 
  </p>
+<h1 id="november-14-2025">November 14, 2025</h1>
+<p>We&rsquo;ve just released Apache Airflow 3.1.3 🎉</p>
+<p>📦 PyPI: <a 
href="https://pypi.org/project/apache-airflow/3.1.3/";>https://pypi.org/project/apache-airflow/3.1.3/</a>
+📚 Docs: <a 
href="https://airflow.apache.org/docs/apache-airflow/3.1.3/";>https://airflow.apache.org/docs/apache-airflow/3.1.3/</a>
+🛠 Release Notes: <a 
href="https://airflow.apache.org/docs/apache-airflow/3.1.3/release_notes.html";>https://airflow.apache.org/docs/apache-airflow/3.1.3/release_notes.html</a>
+🐳 Docker Image: &ldquo;docker pull apache/airflow:3.1.3&rdquo;
+🚏 Constraints: <a 
href="https://github.com/apache/airflow/tree/constraints-3.1.3";>https://github.com/apache/airflow/tree/constraints-3.1.3</a></p>
+<p>Thanks to all the contributors who made this possible.</p>
 <h1 id="november-11-2025">November 11, 2025</h1>
 <p>📣 We&rsquo;ve just released Apache Airflow CTL 0.1.0 🎉</p>
 <p>This is the first official release of the <code>airflowctl</code> - new 
tool to remotely interact with your Airflow 3</p>
diff --git a/blocktype/index.html b/blocktype/index.html
index c39b806646..1e9487f7ca 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
@@ -42,7 +42,7 @@
 
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diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 84bb54bcb2..2867e14431 100644
--- a/blocktype/testimonial/index.html
+++ b/blocktype/testimonial/index.html
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diff --git a/blocktype/use-case/index.html b/blocktype/use-case/index.html
index 0ca5831adf..c348804f55 100644
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index 841bc4ffb3..ed76758326 100644
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index af70013eb6..b22f6d39b5 100644
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b/blog/airflow-1.10.8-1.10.9/index.html
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   <meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
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index f592a7c492..4726533a04 100644
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   <meta itemprop="name" content="Apache Airflow 2.10.0 is here">
   <meta itemprop="description" content="Apache Airflow 2.10.0 is a 
game-changer, with powerful Dataset improvements and the groundbreaking Hybrid 
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index 88ee20b69b..26a180a407 100644
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b/blog/airflow-survey-2024/index.html
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b/blog/airflow_summit_2021/index.html
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b/blog/announcing-new-website/index.html
index 8568eedb77..9c3e10a688 100644
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index a1c9f1ac36..4689aa9ede 100644
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diff --git 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 96dfdfcde2..88da783f01 100644
--- 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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   <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">
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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 aede16ba88..05b9d9ac79 100644
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   <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">
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diff --git 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 421c0f9f04..bfc4522c53 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
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta property="og:type" content="article">
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content="2019-12-20T00:00:00+00:00">
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@@ -48,7 +48,7 @@ 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">
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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 86360923d7..67ce0ccde0 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta property="og:type" content="article">
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     <meta property="article:published_time" 
content="2020-08-30T00:00:00+00:00">
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@@ -48,7 +48,7 @@ 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  [...]
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index b472eb4955..0942f35634 100644
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+++ b/blog/fab-oid-vulnerability/index.html
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content="2024-02-26T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="article:tag" content="Vulnerabilities">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
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diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html 
b/blog/implementing-stable-api-for-apache-airflow/index.html
index 380fbed1de..fd30ac6866 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
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     <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">
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diff --git a/blog/index.html b/blog/index.html
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diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index 95de54b2d4..97797760c9 100644
--- a/blog/introducing_setup_teardown/index.html
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@@ -39,13 +39,13 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
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   <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="2025-11-11T23:20:57+01:00">
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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 c37b3c59e2..65c103e2b6 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
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@@ -39,14 +39,14 @@
   <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">
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+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
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     <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="2025-11-11T23:20:57+01:00">
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diff --git a/blog/tags/airflow-summit/index.html 
b/blog/tags/airflow-summit/index.html
index 1a4e507e68..1cb989eb11 100644
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diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index 7ed38775a6..adf0f3a6a4 100644
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diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index c354c9fcee..9b38fa3971 100644
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-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
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diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index be5eaab8e2..1b62dbe7d5 100644
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diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 247789cc7e..df7142b8d0 100644
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-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index bf43a5b962..8665211fd7 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
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diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 956ae229d8..ccb3198608 100644
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+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
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diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 8ab356d151..9e6db1479d 100644
--- a/blog/tags/users/index.html
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   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index 20fc6ba690..27dd93f37a 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
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diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index e72c1f75f1..449e99d4f6 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -44,7 +44,7 @@ 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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index e76afc6f13..cb20f886a2 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,7 +42,7 @@
 
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="602">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 7df2467385..5f04439066 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content=" Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign ">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
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diff --git a/docs/index.html b/docs/index.html
index 919fb505dd..5489b3fcdb 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ 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="2025-11-11T23:20:57+01:00">
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   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index ce7b699c8b..ee285f82f2 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,7 +44,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and 
services are not maintained, nor endorsed by the Apache Airflow® Community and 
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use 
them at your sole discretion. The community does not verify the licences nor 
validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the 
Apache Airflow dev or user mailing list and let us know or simply open a Pull 
Request to that page.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="2015">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index 0c33fa1722..b5841e307f 100644
--- a/index.html
+++ b/index.html
@@ -42,7 +42,7 @@
 
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index 6ecf5860d3..2e8aa68b4e 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -42,7 +42,7 @@
 
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index be690f9775..10460640bc 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -42,7 +42,7 @@
 
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index 286765df97..1a72b22e2a 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -44,7 +44,7 @@
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 763c365738..72d395c7e1 100644
--- a/search/index.html
+++ b/search/index.html
@@ -37,12 +37,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index 353b8c79c3..3db8e41641 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/community/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/dish/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/ecosystem/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/experity/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2025-11-11T23:20:57+01:00</lastmod>
+    <lastmod>2025-11-14T15:32:40+01:00</lastmod>
   </url>
 </urlset>
diff --git a/survey/index.html b/survey/index.html
index 43f6f44666..57c2089906 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
 
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="12">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/tags/index.html b/tags/index.html
index ef7fc1c381..9b0f959497 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
   <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="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 45656cd65c..c35bb4fa48 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 21cbf8bcbe..1e3fce80b5 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 690be15ef0..4b3980c16b 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 8770e75d22..8e2fe42181 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index cc687de7e1..2a7971b91c 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content=" Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 3de3c35eca..3ddfd922f2 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index ca9cef211a..7c60757c2f 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content=" Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard. You can find the code for this example here.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="300">
   <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 f4517ff8c8..4b7e29595f 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy 
our complex, flagship app to multiple nodes in multiple ways. This required 
tasks to communicate across Windows nodes and coordinate timing perfectly. We 
did not want to buy an expensive enterprise scheduling tool and needed ultimate 
flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided 
flexible, multi-node, DAG capable tooling was key and airflow was one of the 
few tools that fit that bill. Having it based on open source and python were 
large factors that upheld our core principles. At the time, Airflow was missing 
a windows hook and operator so we contributed the WinRM hook and operator back 
to the community. Given its flexibility we also use DAG generators to have our 
metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 8c59bf62af..60ddd60b42 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -42,7 +42,7 @@
 
   <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="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 3f96fc71ca..763ad642af 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content=" Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 7e6c30d870..c59eecda6c 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content=" Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on  [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 3eb0ee7a8b..85cdca90e7 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of 
daily active users, managing the complexity of data engineering at Onefootball 
is a constant challenge. Lengthy crontabs, multiplication of custom API 
clients, erosion of confidence in the analytics served, increasing heroism 
(“only one person can solve this issue”). Those are the challenges that most 
teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, 
cloud providers solutions, different storage technologies… Managing all those 
integrations is costly and brittle, especially for small data engineering teams 
that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 154471fdc6..71c9fc0331 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&amp; Development department carries out various experiments, and in all of 
them, we need to create workflow orchestrations for solving tasks in game dev. 
Previously, we didn’t have any suitable tools with a sufficient number of 
built-in functions, and we had to orchestrate processes manually and entirely 
from scratch every time. This led to difficulties with dependencies and 
monitoring when building complex workf [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index a470d90224..a254541d3e 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at 
Seniorlink, we provide services, support, and technology that engages family 
caregivers. One of our focuses is using data to bolster our knowledge and 
improve the experience of our users. Like many looking to build an effective 
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the 
business, deploying these data services in AWS using a mixture of EMR, ECS, 
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up 
with one monolithic batch process with many smaller satellite jobs. Given the 
scale and quantity of jobs, we began to lose transparency as to what was 
happening. Additionally, many jobs were launched in a single EMR cluster and so 
tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 14577466ca..00c52eab6f 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &amp; Safety platform. The platform gives our customers a way to 
discern suspicious online behavior from trustworthy behavior, allowing our 
customers to protect their online transactions, maintain the integrity of their 
content platforms, and keep their users’ accounts secure. To make this 
possible, we’ve built model trai [...]
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 354f2dc579..8a5be90478 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -38,12 +38,12 @@
   <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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index da3c45097f..786a17c949 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -39,13 +39,13 @@ 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="2025-11-11T23:20:57+01:00">
+    <meta property="article:modified_time" content="2025-11-14T15:32:40+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-  <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
+  <meta itemprop="dateModified" content="2025-11-14T15:32:40+01:00">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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