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Posted to commits@airflow.apache.org by gi...@apache.org on 2025/12/17 19:10:21 UTC

(airflow-site) branch staging-publish updated: Docs updated via refs/heads/staging:168a11df65c85c7be1b3ce65a3cda9477c99041d

This is an automated email from the ASF dual-hosted git repository.

github-bot pushed a commit to branch staging-publish
in repository https://gitbox.apache.org/repos/asf/airflow-site.git


The following commit(s) were added to refs/heads/staging-publish by this push:
     new ba9c068e61 Docs updated via refs/heads/staging:168a11df65c85c7be1b3ce65a3cda9477c99041d
ba9c068e61 is described below

commit ba9c068e6183789d267835457f5c70baadad8381
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Dec 17 19:10:14 2025 +0000

    Docs updated via refs/heads/staging:168a11df65c85c7be1b3ce65a3cda9477c99041d
---
 404.html                                           |   4 +-
 announcements/index.html                           |   6 +-
 blocktype/index.html                               |   6 +-
 blocktype/testimonial/index.html                   |   6 +-
 blocktype/use-case/index.html                      |   6 +-
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 blog/airflow-2.10.0/index.html                     |   8 +-
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 blog/airflow-2.9.0/index.html                      |   8 +-
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 blog/airflow-survey-2022/index.html                |   8 +-
 blog/airflow-survey-2023/index.html                |   8 +-
 blog/airflow-survey-2024/index.html                |   8 +-
 blog/airflow-survey/index.html                     |   8 +-
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 blog/airflowctl-0.1.0/index.html                   |   8 +-
 blog/announcing-new-website/index.html             |   8 +-
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 .../index.html                                     |   8 +-
 .../index.html                                     |   8 +-
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 blog/fab-oid-vulnerability/index.html              |   8 +-
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 blog/index.html                                    |   6 +-
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 .../index.html                                     |   8 +-
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 blog/tags/rest-api/index.xml                       |   2 +-
 blog/tags/survey/index.html                        |   6 +-
 blog/tags/survey/index.xml                         |   2 +-
 blog/tags/users/index.html                         |   6 +-
 blog/tags/users/index.xml                          |   2 +-
 blog/tags/vulnerabilities/index.html               |   6 +-
 blog/tags/vulnerabilities/index.xml                |   2 +-
 categories/index.html                              |   4 +-
 code-of-conduct/index.html                         |   6 +-
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 community/resources/index.html                     |   8 +-
 docs/index.html                                    |   6 +-
 ecosystem/index.html                               |   6 +-
 index.html                                         |   6 +-
 meetups/index.html                                 |   6 +-
 privacy-notice/index.html                          |   6 +-
 roadmap/index.html                                 |   6 +-
 ...e7ac2b1b04dc905f51b857ba8f332a2b6aa3d8adfe.css} |   2 +-
 search/index.html                                  |   8 +-
 sitemap.xml                                        | 152 ++++++++++-----------
 survey/index.html                                  |   6 +-
 tags/index.html                                    |   6 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   8 +-
 use-cases/adobe/index.html                         |   8 +-
 use-cases/adyen/index.html                         |   8 +-
 use-cases/big-fish-games/index.html                |   8 +-
 use-cases/business_operations/index.html           |   8 +-
 use-cases/dish/index.html                          |   8 +-
 use-cases/etl_analytics/index.html                 |   8 +-
 use-cases/experity/index.html                      |   8 +-
 use-cases/index.html                               |   6 +-
 use-cases/infrastructure-management/index.html     |   8 +-
 use-cases/mlops/index.html                         |   8 +-
 use-cases/onefootball/index.html                   |   8 +-
 use-cases/plarium-krasnodar/index.html             |   8 +-
 use-cases/seniorlink/index.html                    |   8 +-
 use-cases/sift/index.html                          |   8 +-
 use-cases/snapp/index.html                         |   8 +-
 use-cases/suse/index.html                          |   8 +-
 90 files changed, 370 insertions(+), 370 deletions(-)

diff --git a/404.html b/404.html
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index b206691614..8a66676e7f 100644
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@@ -45,7 +45,7 @@ December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4
 📦 PyPI: https://pypi.org/project/apache-airflow/3.1.4/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.1.4/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.4/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.1.4” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.4
 Thanks to all the contributors who made this possible.">
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diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
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diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
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diff --git a/blog/tags/vulnerabilities/index.xml b/blog/tags/vulnerabilities/index.xml
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index 2eeb22bf5d..7fbd6e925c 100644
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 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.  ">
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 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="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
   <meta itemprop="wordCount" content="586">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -55,8 +55,8 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
 
 
 
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 <script
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 3fc253587b..c4ab4aa3c2 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and services are not maintained, nor endorsed by the Apache Airflow® Community and Apache Airflow project (maintained by the Committers and the Airflow PMC). Use them at your sole discretion. The community does not verify the licences nor validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the Apache Airflow dev or user mailing list and let us know or simply open a Pull Request to that page.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
   <meta itemprop="wordCount" content="2045">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -55,8 +55,8 @@ If you would you like to be included on this page, please reach out to the Apach
 
 
 
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diff --git a/index.html b/index.html
index 97684c5fbd..423f8f03d4 100644
--- a/index.html
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@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
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@@ -52,8 +52,8 @@
 
 
 
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diff --git a/meetups/index.html b/meetups/index.html
index 274a465969..e59052c20c 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
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@@ -52,8 +52,8 @@
 
 
 
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diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 9cb29d7c8a..4994beb555 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
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@@ -53,8 +53,8 @@
 
 
 
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diff --git a/roadmap/index.html b/roadmap/index.html
index 40ec1c49fe..1cf6a354ec 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily hidden. When the content is ready, re-add the page by putting the following code in the frontmatter:
 --- title: &#34;Roadmap&#34; linkTitle: &#34;Roadmap&#34; showSideNav: false menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around (it may not be very intuitive for everyone at first) is that this Airflow Python script is really just a configuration file specifying the DAG’s structure as code. The actual tasks defined here will run in a different context from the context of this script. Different tasks run on different workers at different points in time, which  [...]
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
   <meta itemprop="wordCount" content="734">
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@@ -55,8 +55,8 @@
 
 
 
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diff --git a/scss/main-custom.min.b524dcc06153771fd95a2372e2d1356c0f96a95d21b2272af81d6df8057c9d3c.css b/scss/main-custom.min.67f9a859193ff1a7269dd4e7ac2b1b04dc905f51b857ba8f332a2b6aa3d8adfe.css
similarity index 54%
rename from scss/main-custom.min.b524dcc06153771fd95a2372e2d1356c0f96a95d21b2272af81d6df8057c9d3c.css
rename to scss/main-custom.min.67f9a859193ff1a7269dd4e7ac2b1b04dc905f51b857ba8f332a2b6aa3d8adfe.css
index 8ae2b6e685..3033a32ca6 100644
--- a/scss/main-custom.min.b524dcc06153771fd95a2372e2d1356c0f96a95d21b2272af81d6df8057c9d3c.css
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@@ -1,4 +1,4 @@
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   body {
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diff --git a/search/index.html b/search/index.html
index da5ad5978e..dba51b648b 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
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   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
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+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
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@@ -52,8 +52,8 @@
 
 
 
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 <script
diff --git a/sitemap.xml b/sitemap.xml
index 29c34c5a73..0c586fb757 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml">
   <url>
     <loc>/docs/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
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+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
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     <loc>/blog/airflow-2.9.0/</loc>
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+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
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   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
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   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
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   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
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   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
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   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
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   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+    <lastmod>2025-12-17T17:45:38+00:00</lastmod>
   </url><url>
     <loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2025-12-17T12:39:00+00:00</lastmod>
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   </url><url>
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   <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 [...]
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diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
index 16a1cd6d18..639afe7886 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content="Use Airflow for ETL/ELT pipelines Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines are the most common use case for Apache Airflow. 90% of respondents in the 2023 Apache Airflow survey are using Airflow for ETL/ELT to power analytics use cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate data from a CSV file, as well as weather data from an API, runs transformations and then loads the results into a database to power a dashboard.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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@@ -57,8 +57,8 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
 
 
 
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index d8bc50c3a6..e35a34d216 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy our complex, flagship app to multiple nodes in multiple ways. This required tasks to communicate across Windows nodes and coordinate timing perfectly. We did not want to buy an expensive enterprise scheduling tool and needed ultimate flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided flexible, multi-node, DAG capable tooling was key and airflow was one of the few tools that fit that bill. Having it based on open source and python were large factors that upheld our core principles. At the time, Airflow was missing a windows hook and operator so we contributed the WinRM hook and operator back to the community. Given its flexibility we also use DAG generators to have our metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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@@ -57,8 +57,8 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
 
 
 
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diff --git a/use-cases/index.html b/use-cases/index.html
index 8b83fbc3fd..79061f7a6c 100644
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   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index ef7f5718ac..80ac39205d 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the context of other use cases,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content="Use Airflow for Infrastructure Management Airflow can interact with any API, which makes it a great tool to manage your infrastructure, such as Kubernetes or Spark clusters running in any cloud. As of Airflow 2.7, the setup/teardown feature is available, a special type of task with intelligent behavior to spin up and tear down infrastructure at the exact time you need it.
 Infrastructure management is often needed within the context of other use cases, such as MLOps, or implementing data quality checks. This video shows an example of how it might be used for an MLOps pipeline. You can find the code shown in this example here.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
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   <meta itemprop="image" content="/images/feature-image.png">
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@@ -57,8 +57,8 @@ Infrastructure management is often needed within the context of other use cases,
 
 
 
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 <script
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index b3b8a2429d..44039e2721 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
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-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning Operations (MLOps) Machine Learning Operations (MLOps) is a broad term encompassing everything needed to run machine learning models in production. MLOps is a rapidly evolving field with many different best practices and behavioral patterns, with Apache Airflow providing tool agnostic orchestration capabilities for all steps. An emerging subset of MLOps is Large Language Model Operations (LLMOps), which focuses on d [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 0e1b3088dc..978047bf62 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of daily active users, managing the complexity of data engineering at Onefootball is a constant challenge. Lengthy crontabs, multiplication of custom API clients, erosion of confidence in the analytics served, increasing heroism (“only one person can solve this issue”). Those are the challenges that most teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, cloud providers solutions, different storage technologies… Managing all those integrations is costly and brittle, especially for small data engineering teams that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -57,8 +57,8 @@ On top of that, new data tools appear each month: third party data sources, clou
 
 
 
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
index 9ff4c155f7..478c4508c4 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
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     <meta property="article:section" content="use-cases">
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+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research &amp; Development department carries out various experiments, and in all of them, we need to create workflow orchestrations for solving tasks in game dev. Previously, we didn’t have any suitable tools with a sufficient number of built-in functions, and we had to orchestrate processes manually and entirely from scratch every time. This led to difficulties with dependencies and monitoring when building complex workf [...]
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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 <script
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index bcdcb549e0..6f493db1f7 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at Seniorlink, we provide services, support, and technology that engages family caregivers. One of our focuses is using data to bolster our knowledge and improve the experience of our users. Like many looking to build an effective data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the business, deploying these data services in AWS using a mixture of EMR, ECS, Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up with one monolithic batch process with many smaller satellite jobs. Given the scale and quantity of jobs, we began to lose transparency as to what was happening. Additionally, many jobs were launched in a single EMR cluster and so tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-17T17:45:38+00:00">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -57,8 +57,8 @@ We had built a robust stack of batch processes to deliver value to the business,
 
 
 
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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index c613695c9e..8d8e30107c 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
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     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re constantly training machine learning models that feed into the core of Sift’s Digital Trust &amp; Safety platform. The platform gives our customers a way to discern suspicious online behavior from trustworthy behavior, allowing our customers to protect their online transactions, maintain the integrity of their content platforms, and keep their users’ accounts secure. To make this possible, we’ve built model trai [...]
-  <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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   <meta itemprop="image" content="/images/feature-image.png">
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@@ -55,8 +55,8 @@
 
 
 
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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index bed677ea8f..ded9f5b396 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
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     <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="2025-12-17T12:39:00+00:00">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 6ba0073403..7634da8897 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the installation of several librar
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-    <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+    <meta property="article:modified_time" content="2025-12-17T17:45:38+00:00">
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   <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.">
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@@ -57,8 +57,8 @@ The construction of these containers requires the installation of several librar
 
 
 
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