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The following commit(s) were added to refs/heads/publish by this push:
     new 62b2538791 Docs updated via 
refs/heads/main:d78432bf2d0d5fae1e4d4316d6857926a3714f62
62b2538791 is described below

commit 62b253879129a60a1413c29951f14a4bd3d46f5e
Author: GitHub Actions <[email protected]>
AuthorDate: Wed Sep 10 23:40:09 2025 +0000

    Docs updated via refs/heads/main:d78432bf2d0d5fae1e4d4316d6857926a3714f62
---
 _gen/indexes/en/blog-index.json                    |   2 +-
 _gen/indexes/en/blog-posts.json                    |   2 +-
 announcements/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                      |   6 +-
 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-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.xml                                     |   2 +-
 blog/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/release/index.xml                        |   2 +-
 ecosystem/index.html                               |   2 +-
 index.xml                                          |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 144 ++++++++++-----------
 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 +-
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 use-cases/infrastructure-management/index.html     |   4 +-
 use-cases/mlops/index.html                         |   4 +-
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 use-cases/seniorlink/index.html                    |   4 +-
 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 56 files changed, 176 insertions(+), 176 deletions(-)

diff --git a/_gen/indexes/en/blog-index.json b/_gen/indexes/en/blog-index.json
index 0380ebb4ea..8c1d44423f 100644
--- a/_gen/indexes/en/blog-index.json
+++ b/_gen/indexes/en/blog-index.json
@@ -1 +1 @@
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 a \"Breeze\" to develop Apache 
Airflow",[0,1.52,1,1.52,2,0.492,3,0.382,4,0.497]],["description/It's a 
\"Breeze\" to develop Apache 
Airflow",[2,0.598,4,0.407,5,2.369,6,1.373,7,2.369,8,1.527,9,1.373,10,1.135,11,1.135,12,0.954,13,2.369,14,0.808,15,2.369,16,0.06]],["author/It's
 a \"Breeze\" to develop Apache Airflow",[11,1.491,17,1.635]],["content/It's a 
\"Breeze\" to develop Apac [...]
\ No newline at end of file
+{"version":"2.3.8","fields":["title","description","author","content","tags","url"],"fieldVectors":[["title/It's
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Airflow",[0,1.52,1,1.52,2,0.492,3,0.382,4,0.497]],["description/It's a 
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 a \"Breeze\" to develop Apache Airflow",[11,1.491,17,1.635]],["content/It's a 
\"Breeze\" to develop Apac [...]
\ No newline at end of file
diff --git a/_gen/indexes/en/blog-posts.json b/_gen/indexes/en/blog-posts.json
index c02ad100f0..dc43b42241 100644
--- a/_gen/indexes/en/blog-posts.json
+++ b/_gen/indexes/en/blog-posts.json
@@ -1 +1 @@
-[{"content":"## The story behind the Airflow Breeze tool\nInitially, we 
started contributing to this fantastic open-source project [Apache Airflow] 
with a team of three which then grew to five. When we kicked it off a year ago, 
I realized pretty soon where the biggest bottlenecks and areas for improvement 
in terms of productivity were. Even with the help of our client, who provided 
us with a “homegrown” development environment it took us literally days to set 
it up and learn some basics. [...]
\ No newline at end of file
+[{"content":"## The story behind the Airflow Breeze tool\nInitially, we 
started contributing to this fantastic open-source project [Apache Airflow] 
with a team of three which then grew to five. When we kicked it off a year ago, 
I realized pretty soon where the biggest bottlenecks and areas for improvement 
in terms of productivity were. Even with the help of our client, who provided 
us with a “homegrown” development environment it took us literally days to set 
it up and learn some basics. [...]
\ No newline at end of file
diff --git a/announcements/index.html b/announcements/index.html
index 53fa0930f1..665c3d64e6 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -973,7 +973,7 @@ to watch the event and network.</p>
 <p>Mask passwords and sensitive info in task logs and UI (finally!)</p>
 </li>
 <li>
-<p>Improvmenets to webserver start up time (mostly around time spent syncing 
DAG permissions)</p>
+<p>Improvements to webserver start up time (mostly around time spent syncing 
DAG permissions)</p>
 </li>
 </ul>
 <p>Please note that <em>this</em> release no long includes the 
<code>HTTP</code> extra provider by default, as we discovered that it pulls in 
an LGPL dependency (via the <code>requests</code> module of all places) so it 
is now optional.</p>
diff --git a/blog/airflow-1.10.10/index.html b/blog/airflow-1.10.10/index.html
index 6b3ac5d5e4..7e0c590545 100644
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index 77b2b453f5..ccd7637272 100644
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diff --git a/blog/airflow-1.10.8-1.10.9/index.html 
b/blog/airflow-1.10.8-1.10.9/index.html
index 6600244ecf..81f73fdcc2 100644
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diff --git a/blog/airflow-2.10.0/index.html b/blog/airflow-2.10.0/index.html
index 82be7893de..6343e69924 100644
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content="2024-08-08T00:00:00+00:00" />
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diff --git a/blog/airflow-2.2.0/index.html b/blog/airflow-2.2.0/index.html
index a9df8aa9b3..15f6a6afd4 100644
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content="2021-10-11T00:00:00+00:00" />
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diff --git a/blog/airflow-2.3.0/index.html b/blog/airflow-2.3.0/index.html
index c4b04c3ed0..9a827b4573 100644
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diff --git a/blog/airflow-2.4.0/index.html b/blog/airflow-2.4.0/index.html
index fbdb4088c4..cb7ea167cc 100644
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 <meta itemprop="name" content="Apache Airflow 2.4.0: That Data Aware Release">
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diff --git a/blog/airflow-2.5.0/index.html b/blog/airflow-2.5.0/index.html
index 4491e9e793..08aa38856d 100644
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 <meta itemprop="name" content="Apache Airflow 2.5.0: Tick-Tock">
 <meta itemprop="description" content="We&#39;re proud to announce that Apache 
Airflow 2.5.0 has been released with many quality of life changes."><meta 
itemprop="datePublished" content="2022-12-02T00:00:00+00:00" />
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@@ -437,7 +437,7 @@
     <p class="blogpost-content__metadata--description">We&#39;re proud to 
announce that Apache Airflow 2.5.0 has been released with many quality of life 
changes.</p>
 </div>
 <div class="markdown-content">
-    <p>Apache Airfow 2.5 has just been released, barely two and a half months 
after 2.4!</p>
+    <p>Apache Airflow 2.5 has just been released, barely two and a half months 
after 2.4!</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a 
href="https://pypi.org/project/apache-airflow/2.5.0/";>https://pypi.org/project/apache-airflow/2.5.0/</a>
 <br>
 📚 Docs: <a 
href="https://airflow.apache.org/docs/apache-airflow/2.5.0/";>https://airflow.apache.org/docs/apache-airflow/2.5.0/</a>
 <br>
diff --git a/blog/airflow-2.6.0/index.html b/blog/airflow-2.6.0/index.html
index a0478013e0..79755005dc 100644
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diff --git a/blog/airflow-2.7.0/index.html b/blog/airflow-2.7.0/index.html
index 5c18439469..34222fed01 100644
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diff --git a/blog/airflow-2.8.0/index.html b/blog/airflow-2.8.0/index.html
index e4adb2a730..4bc3e3320e 100644
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to author workflows
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <meta itemprop="name" content="Experience in Google Season of Docs 2019 with 
Apache Airflow">
 <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."><meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00" 
/>
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
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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 f43b3898c8..edddfee607 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -37,12 +37,12 @@ Contribution Period The first thing I had to do was choose 
a project under an or
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/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
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 <meta itemprop="name" content="Journey with Airflow as an Outreachy Intern">
 <meta itemprop="description" content="Outreachy is a program which organises 
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 Contribution Period The first thing I had to do was choose a project under an 
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index cbb703a1d3..403e1f4920 100644
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+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 51cef4c9c8..0a140061ae 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
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 <meta property="og:type" content="article" />
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content="/blog/implementing-stable-api-for-apache-airflow/" /><meta 
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/><meta property="og:site_name" content="Apache Airflow" />
 
 <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="2025-09-05T13:48:29+07:00" />
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diff --git a/blog/index.xml b/blog/index.xml
index 52064bcd82..dc2e4e7eb9 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -1058,7 +1058,7 @@ The following providers have been moved and require 
certain minimum providers ve
       <description>
         
         
-        &lt;p&gt;Apache Airfow 2.5 has just been released, barely two and a 
half months after 2.4!&lt;/p&gt;
+        &lt;p&gt;Apache Airflow 2.5 has just been released, barely two and a 
half months after 2.4!&lt;/p&gt;
 &lt;p&gt;&lt;strong&gt;Details&lt;/strong&gt;:&lt;/p&gt;
 &lt;p&gt;📦 PyPI: &lt;a 
href=&#34;https://pypi.org/project/apache-airflow/2.5.0/&#34;&gt;https://pypi.org/project/apache-airflow/2.5.0/&lt;/a&gt;
 &lt;br&gt;
 📚 Docs: &lt;a 
href=&#34;https://airflow.apache.org/docs/apache-airflow/2.5.0/&#34;&gt;https://airflow.apache.org/docs/apache-airflow/2.5.0/&lt;/a&gt;
 &lt;br&gt;
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index c785fedd73..fdd9bf572b 100644
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 <meta itemprop="name" content="Introducing Setup and Teardown tasks">
 <meta itemprop="description" content="An introduction to Setup and Teardown 
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content="2023-08-18T00:00:00+00:00" />
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diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html 
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index 94373b31d4..5c8b06215d 100644
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+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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="2025-09-05T13:48:29+07:00" />
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diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index c1f8731420..2915fa4310 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -886,7 +886,7 @@ The following providers have been moved and require certain 
minimum providers ve
       <description>
         
         
-        &lt;p&gt;Apache Airfow 2.5 has just been released, barely two and a 
half months after 2.4!&lt;/p&gt;
+        &lt;p&gt;Apache Airflow 2.5 has just been released, barely two and a 
half months after 2.4!&lt;/p&gt;
 &lt;p&gt;&lt;strong&gt;Details&lt;/strong&gt;:&lt;/p&gt;
 &lt;p&gt;📦 PyPI: &lt;a 
href=&#34;https://pypi.org/project/apache-airflow/2.5.0/&#34;&gt;https://pypi.org/project/apache-airflow/2.5.0/&lt;/a&gt;
 &lt;br&gt;
 📚 Docs: &lt;a 
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diff --git a/ecosystem/index.html b/ecosystem/index.html
index efd244e5ee..99cd7def46 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -449,7 +449,7 @@
 <p> </p>
 <h2 id="tools-integrating-with-airflow">Tools integrating with Airflow</h2>
 <p><a href="https://github.com/IBM/ada";>ADA</a> - A microservice created to 
retrieve analytics metrics from an Airflow database instance.</p>
-<p><a href="https://github.com/Avila-Systems/as-scraper";>as-scraper</a> - An 
integration with Selenium to build &amp; mantain web scrapers inside 
Airflow.</p>
+<p><a href="https://github.com/Avila-Systems/as-scraper";>as-scraper</a> - An 
integration with Selenium to build &amp; maintain web scrapers inside 
Airflow.</p>
 <p><a href="https://github.com/qubole/afctl";>afctl</a> - A CLI tool that 
includes everything required to create, manage and deploy airflow projects 
faster and smoother.</p>
 <p><a href="https://github.com/feluelle/airflint";>airflint</a> - Enforce Best 
Practices for all your Airflow DAGs.</p>
 <p><a 
href="https://github.com/aelzeiny/airflow-aws-executors";>airflow-aws-executors</a>
 - Run Airflow Tasks directly on AWS Batch, AWS Fargate, or AWS ECS; 
provisioning less infra is more.</p>
diff --git a/index.xml b/index.xml
index 00ce7b7aa7..a8035eeebf 100644
--- a/index.xml
+++ b/index.xml
@@ -1057,7 +1057,7 @@ The following providers have been moved and require 
certain minimum providers ve
       <description>
         
         
-        &lt;p&gt;Apache Airfow 2.5 has just been released, barely two and a 
half months after 2.4!&lt;/p&gt;
+        &lt;p&gt;Apache Airflow 2.5 has just been released, barely two and a 
half months after 2.4!&lt;/p&gt;
 &lt;p&gt;&lt;strong&gt;Details&lt;/strong&gt;:&lt;/p&gt;
 &lt;p&gt;📦 PyPI: &lt;a 
href=&#34;https://pypi.org/project/apache-airflow/2.5.0/&#34;&gt;https://pypi.org/project/apache-airflow/2.5.0/&lt;/a&gt;
 &lt;br&gt;
 📚 Docs: &lt;a 
href=&#34;https://airflow.apache.org/docs/apache-airflow/2.5.0/&#34;&gt;https://airflow.apache.org/docs/apache-airflow/2.5.0/&lt;/a&gt;
 &lt;br&gt;
diff --git a/search/index.html b/search/index.html
index df08b4abb0..93b2f1046c 100644
--- a/search/index.html
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 <meta property="og:url" content="/search/" /><meta property="og:image" 
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-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
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 <meta itemprop="name" content="Search Results">
 <meta itemprop="description" content="">
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
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diff --git a/sitemap.xml b/sitemap.xml
index e390552496..2ebe4bf88d 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,221 +3,221 @@
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   <url>
     <loc>/docs/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
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   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/community/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/dish/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/ecosystem/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/experity/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2025-09-05T13:48:29+07:00</lastmod>
+    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
   </url>
 </urlset>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index a7c6ac0a40..712ef75c48 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -37,12 +37,12 @@ How did Apache Airflow help to solve this problem?" />
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/adjoe/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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?">
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="258"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index e7c8f110ff..f5ffccd00a 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/adobe/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 a [...]
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="251"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 983e90f653..787b211328 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/adyen/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 make  [...]
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="405"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index f5526bae4d..cf8df64b66 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/big-fish-games/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 Data [...]
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="336"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 02f7215960..528540e1d4 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -37,12 +37,12 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/business_operations/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="425"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 6299f47a6b..7a6c7fa2d0 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/dish/" /><meta property="og:image" 
content="/images/feature-image.png"/><meta property="article:section" 
content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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, wher [...]
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="248"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index 75c19d58ed..788e16f06e 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -37,12 +37,12 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/etl_analytics/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="300"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 72e65ef926..1064f7485c 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -37,12 +37,12 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/experity/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="191"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 0f439fb5b1..923e9f4306 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -37,12 +37,12 @@ Infrastructure management is often needed within the 
context of other use cases,
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/infrastructure-management/" 
/><meta property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="310"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 5d786b2164..866335293c 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/mlops/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 de [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 49a7a73005..8d0ac2a775 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -37,12 +37,12 @@ On top of that, new data tools appear each month: third 
party data sources, clou
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/onefootball/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 
(&ldquo;only one person can solve this issue&rdquo;). 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&hellip; Managing all 
those integrations is costly and brittle, especially for small data engineering 
teams that are trying to do more with less.">
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diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 433b564dc6..1ca66dc458 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/plarium-krasnodar/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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&rsquo;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 w [...]
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="257"><meta itemprop="image" 
content="/images/feature-image.png"/>
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 2c69e353e9..75e5a6a191 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -37,12 +37,12 @@ We had built a robust stack of batch processes to deliver 
value to the business,
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/seniorlink/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="400"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index ab748ea5d6..2af78ba6b3 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/sift/" /><meta property="og:image" 
content="/images/feature-image.png"/><meta property="article:section" 
content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 traini [...]
-<meta itemprop="dateModified" content="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="641"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 11fce6fdb0..1a57657b6a 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/snapp/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="641"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 73fe626792..d649d3a165 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -37,12 +37,12 @@ The construction of these containers requires the 
installation of several librar
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/suse/" /><meta property="og:image" 
content="/images/feature-image.png"/><meta property="article:section" 
content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-05T13:48:29+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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="2025-09-05T13:48:29+07:00" />
+<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
 <meta itemprop="wordCount" content="361"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 


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