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The following commit(s) were added to refs/heads/publish by this push:
     new d90f2e748f Docs updated via 
refs/heads/main:8c8d1518c1c22058c7cab031044e9282df679619
d90f2e748f is described below

commit d90f2e748f0c2011b7de1cdc43133ac4b7bd7100
Author: GitHub Actions <[email protected]>
AuthorDate: Tue Jan 6 16:50:18 2026 +0000

    Docs updated via refs/heads/main:8c8d1518c1c22058c7cab031044e9282df679619
---
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 blog/airflow-1.10.10/index.html                    |   4 +-
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 blog/airflow-2.8.0/index.html                      |   4 +-
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 blog/airflow-3.1.0/index.html                      |   4 +-
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 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 +-
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 .../index.html                                     |   4 +-
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 blog/tags/users/index.xml                          |   2 +-
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 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 +-
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 87 files changed, 213 insertions(+), 213 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 3bae87ddd8..11e003711e 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -47,7 +47,7 @@ David Blain (@dabla) Sriraj Dheeraj Turaga (@dheerajturaga) 
Yeonguk Choo (@choo1
 Thanks to all the contributors who made this possible.
 December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4 
🎉">
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content="2024-04-08T00:00:00+00:00">
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   <meta itemprop="name" content="Apache Airflow 2.9.0: Dataset and UI 
Improvements">
   <meta itemprop="description" content="Apache Airflow 2.9.0 is here! Lots of 
exciting new Dataset and UI features/improvements this time around.">
   <meta itemprop="datePublished" content="2024-04-08T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/airflow-3.1.0/index.html b/blog/airflow-3.1.0/index.html
index 73e696ff0d..23e56e0ad0 100644
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+++ b/blog/airflow-3.1.0/index.html
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diff --git a/blog/airflow-survey-2020/index.html 
b/blog/airflow-survey-2020/index.html
index a92f972c60..3d030e713f 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 
understanding our community is of high importance.">
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-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/airflow-survey-2022/index.html 
b/blog/airflow-survey-2022/index.html
index 9b9fec430a..4bb755905c 100644
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   <meta itemprop="name" content="Airflow Survey 2022">
   <meta itemprop="description" content="2021 saw rapid adoption of Airflow 2, 
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how people are using Airflow, and where we can best focus our efforts going 
forward.">
   <meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <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 b76e367787..ccc468e642 100644
--- a/blog/airflow-survey-2023/index.html
+++ b/blog/airflow-survey-2023/index.html
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content="2023-09-21T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
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     <meta property="article:tag" content="Users">
@@ -40,7 +40,7 @@
   <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="2026-01-06T17:40:26+01:00">
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diff --git a/blog/airflow-survey-2024/index.html 
b/blog/airflow-survey-2024/index.html
index a04a03b5ee..d737a4054f 100644
--- a/blog/airflow-survey-2024/index.html
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@@ -31,7 +31,7 @@
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content="2025-02-27T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
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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="2026-01-06T17:40:26+01:00">
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diff --git a/blog/airflow-survey/index.html b/blog/airflow-survey/index.html
index b8672d0b17..46bae254fd 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="2026-01-06T17:40:26+01:00">
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b/blog/airflow-three-point-oh-is-here/index.html
index e3603b75a1..32e20aeb30 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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-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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b/blog/airflow-two-point-oh-is-here/index.html
index 5a9fadfe43..457426077d 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 0b2601a963..ca9537f212 100644
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diff --git a/blog/airflow_summit_2022/index.html 
b/blog/airflow_summit_2022/index.html
index fcbf68cdad..c76b217eaa 100644
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diff --git a/blog/airflowctl-0.1.0/index.html b/blog/airflowctl-0.1.0/index.html
index acd8729626..9492d15cdb 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="2026-01-06T17:40:26+01:00">
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diff --git a/blog/announcing-new-website/index.html 
b/blog/announcing-new-website/index.html
index 61be665080..517cb309d2 100644
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+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
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   <meta itemprop="name" content="New Airflow website">
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website!">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 73a4015b57..a0b65b7879 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 
the path that describes how tasks go from being undone to done. Scheduling, on 
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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it means Airflow will run task A and only r [...]
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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 f77c69240f..e11abb9b67 100644
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a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights 
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committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
community!">
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diff --git 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index d63008168c..a5b0df4ca8 100644
--- 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta property="og:type" content="article">
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content="2019-12-20T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
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     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta itemprop="description" content="I came across Google Season of Docs 
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter 
addiction. I was familiar with the Google Summer of Code but not with this 
program. It turns out it was the inaugural phase. I read the details, and the 
process felt a lot like GSoC except that this was about documentation.
 About Me I have been writing tech articles on medium as well as my blog for 
the past 1.5 years. Blogging helps me test my understanding of the concepts as 
untangling the toughest of ideas in simple sentences requires a considerable 
time investment.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html 
b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index b7a77e7df1..339faa2ff5 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -32,7 +32,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta property="og:type" content="article">
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content="2020-08-30T00:00:00+00:00">
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@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta itemprop="description" content="Outreachy is a program which organises 
three months paid internships with FOSS projects for people who are typically 
underrepresented in those projects.
 Contribution Period The first thing I had to do was choose a project under an 
organisation. After going through all the projects I chose “Extending the REST 
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I 
thought it would be easier to get started with the contributions. The next step 
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze. 
Since I had never contributed to FOSS before so this part was overwhelming but 
there were plenty  [...]
   <meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index 029cbc7b76..f9f7a69bdd 100644
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@@ -31,14 +31,14 @@
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     <meta property="article:tag" content="Vulnerabilities">
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   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
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diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html 
b/blog/implementing-stable-api-for-apache-airflow/index.html
index a3603f4509..7408661c5c 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
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diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index 7e2a940321..e14b5f1bd6 100644
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   <meta itemprop="name" content="Introducing Setup and Teardown tasks">
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diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html 
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index df27664e97..ed2f5762ac 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
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Airflow">
   <meta itemprop="description" content="A Principal Software Engineer&#39;s 
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simplified Airflow development for the community.">
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b/blog/tags/airflow-summit/index.html
index b561a626f2..72af199a3e 100644
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diff --git a/blog/tags/airflow-summit/index.xml 
b/blog/tags/airflow-summit/index.xml
index 545bb2f99b..832068dcf0 100644
--- a/blog/tags/airflow-summit/index.xml
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Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
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diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index 323f5045b8..271b60ade4 100644
--- a/blog/tags/community/index.html
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   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index 8ecf8c0552..a767ad1d45 100644
--- a/blog/tags/community/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
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       <title>Airflow Survey 2024</title>
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index 00b0a3e8db..a0bd938bba 100644
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diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index 5a371b97f6..ffd99b4e99 100644
--- a/blog/tags/development/index.xml
+++ b/blog/tags/development/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Development on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
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type="application/rss+xml" />
     <item>
       <title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 6b1181e543..1c9bf78649 100644
--- a/blog/tags/documentation/index.html
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diff --git a/blog/tags/documentation/index.xml 
b/blog/tags/documentation/index.xml
index 509d73ee9a..5155d0dc38 100644
--- a/blog/tags/documentation/index.xml
+++ b/blog/tags/documentation/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Documentation on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
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     <atom:link href="/blog/tags/documentation/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Experience in Google Season of Docs 2019 with Apache 
Airflow</title>
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 33be8d23ff..5246d2fba6 100644
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   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index 9d8796ca9e..e5cedae031 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Release on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
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     <atom:link href="/blog/tags/release/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Apache Airflow CTL aka airflowctl 0.1.0</title>
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 3191087cf9..f4cf6950b9 100644
--- a/blog/tags/rest-api/index.html
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   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index cb1b5abcad..4748863538 100644
--- a/blog/tags/rest-api/index.xml
+++ b/blog/tags/rest-api/index.xml
@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
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       <title>Implementing Stable API for Apache Airflow</title>
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 3ef4054e54..121e306c63 100644
--- a/blog/tags/survey/index.html
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diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index c8c8d09032..59919fa202 100644
--- a/blog/tags/survey/index.xml
+++ b/blog/tags/survey/index.xml
@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
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     <atom:link href="/blog/tags/survey/index.xml" rel="self" 
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       <title>Airflow Survey 2024</title>
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 273bb2bffc..768407e449 100644
--- a/blog/tags/users/index.html
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   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index df1030dd21..87a3d719b5 100644
--- a/blog/tags/users/index.xml
+++ b/blog/tags/users/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Users on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
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     <atom:link href="/blog/tags/users/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2024</title>
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index fbb78462a0..b15a7ab71d 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Vulnerabilities">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
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diff --git a/blog/tags/vulnerabilities/index.xml 
b/blog/tags/vulnerabilities/index.xml
index fbdfc5600f..8c68436dc1 100644
--- a/blog/tags/vulnerabilities/index.xml
+++ b/blog/tags/vulnerabilities/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Vulnerabilities on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Tue, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
+    <lastBuildDate>Tue, 06 Jan 2026 17:47:48 +0100</lastBuildDate>
     <atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Vulnerability in long deprecated OpenID authentication method in 
Flask AppBuilder</title>
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index b0d10bdbeb..7f06bb3d1e 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow 
Community groups abide by The Apache Software Foundation’s (ASF) Code of 
Conduct . Below, please find a breakdown of how that code applies to Airflow 
Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code 
of Conduct . In addition to those primary guidelines, these policies are 
specifically for Airflow Slack. The Airflow Slack community contains 
40,000&#43; members and continues to grow. Because this community is run by the 
very practitioners who build in Airflow daily, our members feel a sense of 
camaraderie, ownership, and comfortability here.  ">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index 7f9e2c45c8..d23dc2c702 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Want to contribute? Join the Dev list 
The Dev list is the preferred channel for announcements, proposals and votes. 
Manage your subscription:">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <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 ae764fe089..1a2ce318e6 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="31">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 7287fe0edb..606bf8c547 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL 
(airflowctl) is a command-lin
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache 
Airflow Core, which includes webserver, scheduler, CLI and other components 
that are needed for minimal Airflow installation. Read the documentation »
 Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a 
command-line interface (CLI) for Apache Airflow that interacts exclusively with 
the Airflow REST API. It provides a secure, auditable, and consistent way to 
manage Airflow deployments — without direct access to the metadata database. 
Read the documentation »">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="586">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 172e2765ba..3e8321baaf 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="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="2073">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index f525edb6c6..4b67f10dec 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index fe2b20c2e0..2db071e684 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 839fa23435..6ae8befc59 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the 
Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index d16f817252..957478cd81 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily 
hidden. When the content is ready, re-add the page by putting the following 
code in the frontmatter:
 --- title: &#34;Roadmap&#34; linkTitle: &#34;Roadmap&#34; showSideNav: false 
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around 
(it may not be very intuitive for everyone at first) is that this Airflow 
Python script is really just a configuration file specifying the DAG’s 
structure as code. The actual tasks defined here will run in a different 
context from the context of this script. Different tasks run on different 
workers at different points in time, which  [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 6eacee5821..a8d65d5d0f 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
   <meta property="og:description" content="Platform created by the community 
to programmatically author, schedule and monitor workflows.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index ebf765c619..4559292cdd 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </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>
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   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
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   </url><url>
     <loc>/blog/tags/rest-api/</loc>
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   </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>
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   </url><url>
     <loc>/blog/tags/documentation/</loc>
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   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
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   </url><url>
     <loc>/blog/airflow-survey/</loc>
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   </url><url>
     <loc>/blog/announcing-new-website/</loc>
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   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
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   </url><url>
     <loc>/blog/tags/development/</loc>
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   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
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   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
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   </url><url>
     <loc>/community/resources/</loc>
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   </url><url>
     <loc>/survey/</loc>
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   </url><url>
     <loc>/use-cases/adjoe/</loc>
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   </url><url>
     <loc>/use-cases/adobe/</loc>
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   </url><url>
     <loc>/use-cases/adyen/</loc>
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   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
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   </url><url>
     <loc>/blocktype/</loc>
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   </url><url>
     <loc>/blog/</loc>
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   </url><url>
     <loc>/use-cases/business_operations/</loc>
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   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
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   </url><url>
     <loc>/community/</loc>
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   </url><url>
     <loc>/use-cases/dish/</loc>
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   </url><url>
     <loc>/ecosystem/</loc>
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   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
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   </url><url>
     <loc>/use-cases/experity/</loc>
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   </url><url>
     <loc>/</loc>
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   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
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   </url><url>
     <loc>/meetups/</loc>
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+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2026-01-06T17:40:26+01:00</lastmod>
+    <lastmod>2026-01-06T17:47:48+01:00</lastmod>
   </url>
 </urlset>
diff --git a/survey/index.html b/survey/index.html
index efccb81134..8e602b936e 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="&lt;!DOCTYPE html&gt; Redirecting... 
If you are not redirected automatically, please click here.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="12">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/tags/index.html b/tags/index.html
index 5e109f3810..bb2abd5ca3 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="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/tags/index.xml b/tags/index.xml
index 2b99a5503c..86a61fff2c 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, 06 Jan 2026 17:40:26 +0100</lastBuildDate>
+    <lastBuildDate>Tue, 06 Jan 2026 17:47:48 +0100</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 1817f80562..70037713ff 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index e44f59f7d9..bc6d622aae 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 2940196353..3171ff7340 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 688c254e56..ac58cafad9 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 730a0b23b4..a38db7e43e 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content="Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 3d1ea842c2..a39c39045f 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index 03c959613a..7de6d9e19a 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content="Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <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 1fd3ac6ab4..10d27e1096 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy 
our complex, flagship app to multiple nodes in multiple ways. This required 
tasks to communicate across Windows nodes and coordinate timing perfectly. We 
did not want to buy an expensive enterprise scheduling tool and needed ultimate 
flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided 
flexible, multi-node, DAG capable tooling was key and airflow was one of the 
few tools that fit that bill. Having it based on open source and python were 
large factors that upheld our core principles. At the time, Airflow was missing 
a windows hook and operator so we contributed the WinRM hook and operator back 
to the community. Given its flexibility we also use DAG generators to have our 
metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 58b61b24b6..8d2f6d395d 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 3f712c5b43..46aa726d8f 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the 
context of other use cases,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content="Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index d6dda66c86..3c6ae190fc 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on d [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index d595456941..30975e753a 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third 
party data sources, clou
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of 
daily active users, managing the complexity of data engineering at Onefootball 
is a constant challenge. Lengthy crontabs, multiplication of custom API 
clients, erosion of confidence in the analytics served, increasing heroism 
(“only one person can solve this issue”). Those are the challenges that most 
teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, 
cloud providers solutions, different storage technologies… Managing all those 
integrations is costly and brittle, especially for small data engineering teams 
that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index d7a633c12a..4b3ee5b1f2 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&amp; Development department carries out various experiments, and in all of 
them, we need to create workflow orchestrations for solving tasks in game dev. 
Previously, we didn’t have any suitable tools with a sufficient number of 
built-in functions, and we had to orchestrate processes manually and entirely 
from scratch every time. This led to difficulties with dependencies and 
monitoring when building complex workf [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 7c38e7a0bd..215529efba 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">
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   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at 
Seniorlink, we provide services, support, and technology that engages family 
caregivers. One of our focuses is using data to bolster our knowledge and 
improve the experience of our users. Like many looking to build an effective 
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the 
business, deploying these data services in AWS using a mixture of EMR, ECS, 
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up 
with one monolithic batch process with many smaller satellite jobs. Given the 
scale and quantity of jobs, we began to lose transparency as to what was 
happening. Additionally, many jobs were launched in a single EMR cluster and so 
tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
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   <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 6b6b829034..cac592a478 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
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     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &amp; Safety platform. The platform gives our customers a way to 
discern suspicious online behavior from trustworthy behavior, allowing our 
customers to protect their online transactions, maintain the integrity of their 
content platforms, and keep their users’ accounts secure. To make this 
possible, we’ve built model trai [...]
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 983fcae431..ff324d33aa 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
+    <meta property="article:modified_time" content="2026-01-06T17:47:48+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2026-01-06T17:40:26+01:00">
+  <meta itemprop="dateModified" content="2026-01-06T17:47:48+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 8121fde2fa..455431d149 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the 
installation of several librar
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-06T17:40:26+01:00">
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     <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.">
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   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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