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The following commit(s) were added to refs/heads/staging-publish by this push:
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commit 7fb4ad7121371ef9be384a061a3ee4a1f6cf2716
Author: GitHub Actions <[email protected]>
AuthorDate: Tue Dec 16 22:11:44 2025 +0000
Docs updated via refs/heads/staging:2a3ee9d3e4f28213085a1cf29ff0d27ff09a5c22
---
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diff --git a/announcements/index.html b/announcements/index.html
index 5f5ab48e7a..d42f6b882f 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.">
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index 37a275aaf6..533611dd58 100644
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<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
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index a365f26651..9c6348929c 100644
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b/blog/airflow-survey-2022/index.html
index 12a76530d8..ec9769ba34 100644
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<meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
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diff --git a/blog/airflow-survey-2023/index.html
b/blog/airflow-survey-2023/index.html
index 1cdf0a15cd..e5f4ff8dc6 100644
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<meta itemprop="description" content="Airflow 2 has seen rapid adoption,
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advance.">
<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
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diff --git a/blog/airflow-survey-2024/index.html
b/blog/airflow-survey-2024/index.html
index c05127a36a..8822541a5f 100644
--- a/blog/airflow-survey-2024/index.html
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<meta itemprop="name" content="Airflow Survey 2024">
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
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index 9e1b9952f9..0ad11b484d 100644
--- a/blog/airflow-survey/index.html
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- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
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b/blog/airflow-three-point-oh-is-here/index.html
index 1e6221acd1..72cd000933 100644
--- a/blog/airflow-three-point-oh-is-here/index.html
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<meta property="og:type" content="article">
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content="2025-04-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-16T21:51:03+00:00">
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<meta property="og:image" content="/images/feature-image.png">
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index 20dc1dfa76..e0ee7d4719 100644
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<meta property="article:tag" content="Release">
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diff --git a/blog/airflow_summit_2021/index.html
b/blog/airflow_summit_2021/index.html
index 08328bc061..d21df8c8f1 100644
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index c1084f16d1..385894803f 100644
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diff --git a/blog/airflowctl-0.1.0/index.html b/blog/airflowctl-0.1.0/index.html
index 9ad020cbf0..f0ea4a6561 100644
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<meta property="article:tag" content="Release">
<meta property="og:image"
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.
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<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
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b/blog/announcing-new-website/index.html
index 070764e97c..9d0262d9f3 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-12-11T00:00:00+00:00">
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<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="New Airflow website">
<meta itemprop="description" content="We are thrilled about our new
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<meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+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 320489764e..1cb2413519 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">
<meta property="article:section" content="blog">
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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
<meta itemprop="description" content="Apache Airflow is a platform to
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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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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index d1eccd91a0..84332e2c01 100644
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<meta property="og:image" content="/images/feature-image.png">
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community!">
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diff --git a/blog/documenting-using-local-development-environments/index.html
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index fee3994af2..55cde502d8 100644
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content="2019-11-22T00:00:00+00:00">
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<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Documenting using local development
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<meta itemprop="description" content="The story behind documenting local
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
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diff --git
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b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 9677c66a75..5e66e385da 100644
---
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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@@ -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">
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@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well
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<meta itemprop="description" content="I came across Google Season of Docs
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process felt a lot like GSoC except that this was about documentation.
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index f84b874386..bfd828e04f 100644
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b/blog/tags/airflow-summit/index.xml
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index 96ce787b6e..a3350cc5f5 100644
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index 5c66847e32..9811c34d58 100644
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<title>Documenting using local development environment</title>
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b/blog/tags/documentation/index.html
index e17933aec5..40be6fabbb 100644
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b/blog/tags/documentation/index.xml
index 3b364aa239..5265e92b2a 100644
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@@ -6,7 +6,7 @@
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<generator>Hugo</generator>
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<title>Experience in Google Season of Docs 2019 with Apache
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index c2de316255..e034fe3623 100644
--- a/blog/tags/release/index.html
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index f9f569552d..8148f12fee 100644
--- a/blog/tags/release/index.xml
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index 194a55d976..7773df6ca6 100644
--- a/blog/tags/rest-api/index.html
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index ca01508893..94db94fb4c 100644
--- a/blog/tags/rest-api/index.xml
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@@ -6,7 +6,7 @@
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index 1d87049c0e..ba655e8d93 100644
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index f8d43f48d7..2d83a262b8 100644
--- a/blog/tags/survey/index.xml
+++ b/blog/tags/survey/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Survey on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
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<title>Airflow Survey 2024</title>
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index a6ee3e7719..a08974eb63 100644
--- a/blog/tags/users/index.html
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diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index 209f67b759..2377907f78 100644
--- a/blog/tags/users/index.xml
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@@ -6,7 +6,7 @@
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<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Tue, 16 Dec 2025 21:51:03 +0000</lastBuildDate>
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b/blog/tags/vulnerabilities/index.html
index 58401af025..17b91ac97c 100644
--- a/blog/tags/vulnerabilities/index.html
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@@ -35,7 +35,7 @@
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<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
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diff --git a/blog/tags/vulnerabilities/index.xml
b/blog/tags/vulnerabilities/index.xml
index 5d017df6cc..04175d2bd2 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, 16 Dec 2025 21:51:03 +0000</lastBuildDate>
+ <lastBuildDate>Tue, 16 Dec 2025 22:08:30 +0000</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 f6f46389f5..805018ed5f 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
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<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
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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+ 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
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index e774b434f6..b7242c74d3 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
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<meta itemprop="description" content="Want to contribute? Join the Dev list
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+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
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@@ -1655,9 +1655,9 @@
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<div class="box-event">
- <img src="/external/profiles/kaxil.png" alt="Committer Kaxil Naik"
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+ <img src="/external/profiles/kaxil.png" alt="Committer Kaxil Nik"
class="avatar"/>
<p class="box-event__committer--nick">@kaxil</p>
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class="avatar"/>
<p class="box-event__committer--nick">@kaxil</p>
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+ <p class="bodytext__medium--brownish-grey">Kaxil Nik</p>
<div class="box-event__committer--social-media-container">
diff --git a/community/resources/index.html b/community/resources/index.html
index e142c376ee..c96b90d000 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 1d988f93c9..b61db4b5c5 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 b534a70e9e..774f7c2ed2 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
<meta itemprop="wordCount" content="2045">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 6b910c9cd9..46196a2374 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index c1b97841f9..7f546435df 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 50ac6a2fd0..4852d495c1 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 94b8d2d796..a603198600 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: "Roadmap" linkTitle: "Roadmap" 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 39e6470c62..bec393995f 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index b7eb178698..418fb21671 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-12-16T21:51:03+00:00</lastmod>
+ <lastmod>2025-12-16T22:08:30+00:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index cb2405d2b0..3a82d4ffab 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Apache Airflow">
<meta itemprop="description" content="<!DOCTYPE html> Redirecting...
If you are not redirected automatically, please click here.">
- <meta itemprop="dateModified" content="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 512ea4419f..a40ebbf691 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.xml b/tags/index.xml
index f0720ad853..3d010be260 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 21:51:03 +0000</lastBuildDate>
+ <lastBuildDate>Tue, 16 Dec 2025 22:08:30 +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 795b44ec3c..da76922616 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 cfaa70df0a..78f2815e0c 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 065d44b8af..48dbe6d45b 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 9c36645121..063707e273 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 18aada0d7b..f5010cf1ba 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 df6ca07ac1..65824da12c 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 0190126030..e921ba8e17 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 0a1ab13485..4e046e8c30 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 d684686d4a..3d35a40bb6 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 9c7b3abaa2..a9f8d5249c 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 1c6fbdf25b..45cde733df 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 f697439af1..93520334a2 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 2a63e199c2..268107ee7b 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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
& 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 1a40ff9e81..64ea08188e 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 c3792d8d62..ad0e1e4090 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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 & 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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 376c6d5182..e78d04ff45 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+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 6985bea273..7448c99049 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="2025-12-16T21:51:03+00:00">
+ <meta property="article:modified_time" content="2025-12-16T22:08:30+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="2025-12-16T21:51:03+00:00">
+ <meta itemprop="dateModified" content="2025-12-16T22:08:30+00:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
