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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 16b8cf54f9 Docs updated via 
refs/heads/staging:d073f07adc58e9ff3b2e1b38432461f313fbb0f3
16b8cf54f9 is described below

commit 16b8cf54f97f5aee2fd86fa215e3e226302bc429
Author: GitHub Actions <[email protected]>
AuthorDate: Tue Dec 16 21:36:09 2025 +0000

    Docs updated via refs/heads/staging:d073f07adc58e9ff3b2e1b38432461f313fbb0f3
---
 announcements/index.html                           |   2 +-
 blocktype/index.html                               |   2 +-
 blocktype/testimonial/index.html                   |   2 +-
 blocktype/use-case/index.html                      |   2 +-
 blog/airflow-1.10.10/index.html                    |   4 +-
 blog/airflow-1.10.12/index.html                    |   4 +-
 blog/airflow-1.10.8-1.10.9/index.html              |   4 +-
 blog/airflow-2.10.0/index.html                     |   4 +-
 blog/airflow-2.2.0/index.html                      |   4 +-
 blog/airflow-2.3.0/index.html                      |   4 +-
 blog/airflow-2.4.0/index.html                      |   4 +-
 blog/airflow-2.5.0/index.html                      |   4 +-
 blog/airflow-2.6.0/index.html                      |   4 +-
 blog/airflow-2.7.0/index.html                      |   4 +-
 blog/airflow-2.8.0/index.html                      |   4 +-
 blog/airflow-2.9.0/index.html                      |   4 +-
 blog/airflow-3.1.0/index.html                      |   4 +-
 blog/airflow-survey-2020/index.html                |   4 +-
 blog/airflow-survey-2022/index.html                |   4 +-
 blog/airflow-survey-2023/index.html                |   4 +-
 blog/airflow-survey-2024/index.html                |   4 +-
 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
 blog/airflow-two-point-oh-is-here/index.html       |   4 +-
 blog/airflow_summit_2021/index.html                |   4 +-
 blog/airflow_summit_2022/index.html                |   4 +-
 blog/airflowctl-0.1.0/index.html                   |   4 +-
 blog/announcing-new-website/index.html             |   4 +-
 blog/apache-airflow-for-newcomers/index.html       |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 blog/fab-oid-vulnerability/index.html              |   4 +-
 .../index.html                                     |   4 +-
 blog/index.html                                    |   2 +-
 blog/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/airflow-summit/index.html                |   2 +-
 blog/tags/airflow-summit/index.xml                 |   2 +-
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 blog/tags/rest-api/index.html                      |   2 +-
 blog/tags/rest-api/index.xml                       |   2 +-
 blog/tags/survey/index.html                        |   2 +-
 blog/tags/survey/index.xml                         |   2 +-
 blog/tags/users/index.html                         |   2 +-
 blog/tags/users/index.xml                          |   2 +-
 blog/tags/vulnerabilities/index.html               |   2 +-
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 code-of-conduct/index.html                         |   2 +-
 community/index.html                               |   2 +-
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 docs/index.html                                    |   2 +-
 ecosystem/index.html                               |   2 +-
 index.html                                         |   2 +-
 meetups/index.html                                 |   2 +-
 privacy-notice/index.html                          |   2 +-
 roadmap/index.html                                 |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 152 ++++++++++-----------
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
 use-cases/adobe/index.html                         |   4 +-
 use-cases/adyen/index.html                         |   4 +-
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 use-cases/dish/index.html                          |   4 +-
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 87 files changed, 213 insertions(+), 213 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 7803d67476..0760a8f999 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -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.">
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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diff --git a/blocktype/index.html b/blocktype/index.html
index 743774ec5d..44aa25ce6e 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
@@ -34,7 +34,7 @@
 
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diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 6fdabe2310..20175b6eeb 100644
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index 230ad2ed2d..0ed1aa8daf 100644
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index 221de38d16..6e0af6bc83 100644
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   <meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
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index a209cf816f..1c192c7ccc 100644
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index b85314ac2d..d3a65309db 100644
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index 11911a9d05..c3230f53ce 100644
--- a/blog/airflow-2.9.0/index.html
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diff --git a/blog/airflow-3.1.0/index.html b/blog/airflow-3.1.0/index.html
index d14c33f57b..97ae9db377 100644
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diff --git a/blog/airflow-survey-2020/index.html 
b/blog/airflow-survey-2020/index.html
index 41bbf5527b..ea4e1a5166 100644
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   <meta itemprop="name" content="Airflow Survey 2020">
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users as well as in an amount of active contributors. So listening and 
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-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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diff --git a/blog/airflow-survey-2022/index.html 
b/blog/airflow-survey-2022/index.html
index 73e64a7d12..738469faf1 100644
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   <meta itemprop="name" content="Airflow Survey 2022">
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forward.">
   <meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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   <meta itemprop="wordCount" content="3866">
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diff --git a/blog/airflow-survey-2023/index.html 
b/blog/airflow-survey-2023/index.html
index dc1af1ac53..47af3cbfb3 100644
--- a/blog/airflow-survey-2023/index.html
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+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
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   <meta itemprop="name" content="Airflow Survey 2023">
   <meta itemprop="description" content="Airflow 2 has seen rapid adoption, 
accompanied by continuous community growth. This annual survey helps us 
understand how people use Airflow and where we can best focus our efforts as we 
advance.">
   <meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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diff --git a/blog/airflow-survey-2024/index.html 
b/blog/airflow-survey-2024/index.html
index 0dd4a2c73c..2ef1afbe3b 100644
--- a/blog/airflow-survey-2024/index.html
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     <meta property="article:tag" content="Users">
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   <meta itemprop="name" content="Airflow Survey 2024">
   <meta itemprop="description" content="With more than 5,250 responses from 
116 countries, this is the largest data engineering survey to date. Conducted 
annually, it offers valuable insights into Airflow usage and helps guide our 
future efforts.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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diff --git a/blog/airflow-survey/index.html b/blog/airflow-survey/index.html
index b3de415cc7..60b7d6837f 100644
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     <meta property="article:tag" content="Users">
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   <meta itemprop="name" content="Airflow Survey 2019">
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feedback is a must. Let’s see who Airflow users are, how they play with it, and 
what they miss.">
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-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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b/blog/airflow-three-point-oh-is-here/index.html
index e8e2080ade..1bdc7c7d69 100644
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   <meta itemprop="name" content="Apache Airflow® 3 is Generally Available!">
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Apache Airflow 3.0.0 has been released.">
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b/blog/airflow-two-point-oh-is-here/index.html
index b09f41290c..2e02fab036 100644
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   <meta itemprop="name" content="Apache Airflow 2.0 is here!">
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diff --git a/blog/airflow_summit_2021/index.html 
b/blog/airflow_summit_2021/index.html
index f824f19723..db7f829ffb 100644
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diff --git a/blog/airflow_summit_2022/index.html 
b/blog/airflow_summit_2022/index.html
index 80e15ed215..76c13855a9 100644
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index f3dd49f81d..e6e89793dc 100644
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content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
 
   <meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
   <meta itemprop="description" content="A new way of using API in Airflow. 
Apache Airflow CTL aka airflowctl 0.1.0 is released! Secure way to manage your 
Apache Airflow deployments with ease.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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b/blog/announcing-new-website/index.html
index 8869b49693..b8500c8937 100644
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   <meta itemprop="name" content="New Airflow website">
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   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 2ecae575e1..c842d737c4 100644
--- a/blog/apache-airflow-for-newcomers/index.html
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta property="og:type" content="article">
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content="2020-08-17T00:00:00+00:00">
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
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programmatically author, schedule, and monitor workflows. A workflow is a 
sequence of tasks that processes a set of data. You can think of workflow as 
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the other hand, is the process of planning, controlling, and optimizing when a 
particular task should be done.
 Authoring Workflow in Apache Airflow. Airflow makes it easy to author 
workflows using python scripts. A Directed Acyclic Graph (DAG) represents a 
workflow in Airflow. It is a collection of tasks in a way that shows each 
task’s relationships and dependencies. You can have as many DAGs as you want, 
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diff --git 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 94869f40dc..9c20223801 100644
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committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
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index 397fcf5ceb..2222791013 100644
--- 
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+++ 
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as my blog for the
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process felt a lot like GSoC except that this was about documentation.
 About Me I have been writing tech articles on medium as well as my blog for 
the past 1.5 years. Blogging helps me test my understanding of the concepts as 
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time investment.">
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project under an or
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thought it would be easier to get started with the contributions. The next step 
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Since I had never contributed to FOSS before so this part was overwhelming but 
there were plenty  [...]
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b/blog/fab-oid-vulnerability/index.html
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b/blog/tags/vulnerabilities/index.xml
index c0cffcb385..c9222606b3 100644
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--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow 
Community groups abide by The Apache Software Foundation’s (ASF) Code of 
Conduct . Below, please find a breakdown of how that code applies to Airflow 
Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code 
of Conduct . In addition to those primary guidelines, these policies are 
specifically for Airflow Slack. The Airflow Slack community contains 
40,000&#43; members and continues to grow. Because this community is run by the 
very practitioners who build in Airflow daily, our members feel a sense of 
camaraderie, ownership, and comfortability here.  ">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index a0692a17b6..03a107c72d 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Want to contribute? Join the Dev list 
The Dev list is the preferred channel for announcements, proposals and votes. 
Manage your subscription:">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="560">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 9ac189999d..8a6a90b611 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="31">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 379d3e5674..fa8867a52e 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL 
(airflowctl) is a command-lin
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache 
Airflow Core, which includes webserver, scheduler, CLI and other components 
that are needed for minimal Airflow installation. Read the documentation »
 Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a 
command-line interface (CLI) for Apache Airflow that interacts exclusively with 
the Airflow REST API. It provides a secure, auditable, and consistent way to 
manage Airflow deployments — without direct access to the metadata database. 
Read the documentation »">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="586">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index bd99da5014..1f96a1db4e 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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="2045">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index 3b569ec6fe..fdfec74277 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index aacc17334b..1a7271fecb 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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 9510b52bee..fbe890439f 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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index 4a4e3a76ca..414fcd5245 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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 97215ba6d2..e06caf0d34 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
   <meta property="og:description" content="Platform created by the community 
to programmatically author, schedule and monitor workflows.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index dd68e063b8..9c6c1104d0 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/community/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/dish/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/ecosystem/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/experity/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2025-12-16T21:24:00+00:00</lastmod>
+    <lastmod>2025-12-16T21:33:13+00:00</lastmod>
   </url>
 </urlset>
diff --git a/survey/index.html b/survey/index.html
index fbbcd99258..59ab884e8b 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="&lt;!DOCTYPE html&gt; Redirecting... 
If you are not redirected automatically, please click here.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="12">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/tags/index.html b/tags/index.html
index 49646ac768..82a9d7862e 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Tags">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/tags/index.xml b/tags/index.xml
index 5c92ed52b0..bc99e1c948 100644
--- a/tags/index.xml
+++ b/tags/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Tags on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 16 Dec 2025 21:24:00 +0000</lastBuildDate>
+    <lastBuildDate>Tue, 16 Dec 2025 21:33:13 +0000</lastBuildDate>
     <atom:link href="/tags/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Release</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 6b085331dc..cd14c24ae2 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 7aae3bca2a..3647578dd4 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index f66e5f2e8d..f7c07cfda7 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 6f7c40f757..dc9c95a90e 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index dc338b1399..f02dfc5246 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content="Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 6ebc1b10a6..8e9244af31 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index cfd4698e61..876171809b 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="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="291">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index aa085a5915..184a01f580 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="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index ee65ea931b..5c92c73720 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index bea17cb17e..1cf5ac5ca2 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="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 93e6a7e75f..248f937760 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on d [...]
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 8a1b2f0227..4095b974d1 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third 
party data sources, clou
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 0d910b82b0..fd4114cd16 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index ed5c4d433b..88557e0708 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="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index e9d1c6f6b1..a3b027bf8a 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+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="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index f860e52e42..51a332e359 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="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index f08659a56b..8ce342937f 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the 
installation of several librar
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-12-16T21:24:00+00:00">
+    <meta property="article:modified_time" content="2025-12-16T21:33:13+00:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-  <meta itemprop="dateModified" content="2025-12-16T21:24:00+00:00">
+  <meta itemprop="dateModified" content="2025-12-16T21:33:13+00:00">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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