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new 0b12c435c3 Docs updated via
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0b12c435c3 is described below
commit 0b12c435c3829fad5b22ba4630c9e8983c019340
Author: GitHub Actions <[email protected]>
AuthorDate: Fri Jan 16 14:07:03 2026 +0000
Docs updated via refs/heads/main:ff039d12e5d8f73d9f6eb01d9d9d65f7b758d30f
---
announcements/index.html | 31 +++--
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
blocktype/use-case/index.html | 2 +-
blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
blog/airflow-1.10.8-1.10.9/index.html | 4 +-
blog/airflow-2.10.0/index.html | 4 +-
blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
blog/airflow-2.4.0/index.html | 4 +-
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blog/airflow-2.6.0/index.html | 4 +-
blog/airflow-2.7.0/index.html | 4 +-
blog/airflow-2.8.0/index.html | 4 +-
blog/airflow-2.9.0/index.html | 4 +-
blog/airflow-3.1.0/index.html | 4 +-
blog/airflow-survey-2020/index.html | 4 +-
blog/airflow-survey-2022/index.html | 4 +-
blog/airflow-survey-2023/index.html | 4 +-
blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
blog/airflow-three-point-oh-is-here/index.html | 4 +-
blog/airflow-two-point-oh-is-here/index.html | 4 +-
blog/airflow_summit_2021/index.html | 4 +-
blog/airflow_summit_2022/index.html | 4 +-
blog/airflowctl-0.1.0/index.html | 4 +-
blog/announcing-new-website/index.html | 4 +-
blog/apache-airflow-for-newcomers/index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
blog/introducing_setup_teardown/index.html | 4 +-
.../index.html | 4 +-
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meetups/index.html | 2 +-
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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, 233 insertions(+), 222 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index fedd434b05..be1cca31f9 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -28,25 +28,27 @@
<meta property="og:site_name" content="Apache Airflow">
<meta property="og:title" content="Announcements">
<meta property="og:description" content=" January 14, 2026 Airflow PMC
welcomes new PMC members:
-Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) December 25, 2025
Airflow PMC welcomes new PMC member and committers:
+Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) January 13, 2026 We’ve
just released Airflow 3.1.6 and Task SDK 1.1.6 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.6/ 📚 Core Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.6/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.6/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.6/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.6” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.6
+Thanks to all the contributors who made this possible.
+December 25, 2025 Airflow PMC welcomes new PMC member and committers:
PMC member:
-Shahar Epstein (@shahar1) Committers:
-David Blain (@dabla) Sriraj Dheeraj Turaga (@dheerajturaga) Yeonguk Choo
(@choo121600) December 12, 2025 We’ve just released Airflow 3.1.5 and Task SDK
1.1.5 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.5/ 📚 Core Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.5/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.5/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.5/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.5” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.5">
+Shahar Epstein (@shahar1) Committers:">
<meta property="og:locale" content="en">
<meta property="og:type" content="website">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Announcements">
<meta itemprop="description" content=" January 14, 2026 Airflow PMC welcomes
new PMC members:
-Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) December 25, 2025
Airflow PMC welcomes new PMC member and committers:
+Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) January 13, 2026 We’ve
just released Airflow 3.1.6 and Task SDK 1.1.6 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.6/ 📚 Core Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.6/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.6/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.6/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.6” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.6
+Thanks to all the contributors who made this possible.
+December 25, 2025 Airflow PMC welcomes new PMC member and committers:
PMC member:
-Shahar Epstein (@shahar1) Committers:
-David Blain (@dabla) Sriraj Dheeraj Turaga (@dheerajturaga) Yeonguk Choo
(@choo121600) December 12, 2025 We’ve just released Airflow 3.1.5 and Task SDK
1.1.5 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.5/ 📚 Core Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.5/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.5/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.5/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.5” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.5">
+Shahar Epstein (@shahar1) Committers:">
<meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
- <meta itemprop="dateModified" content="2026-01-16T14:58:31+01:00">
- <meta itemprop="wordCount" content="5778">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
+ <meta itemprop="wordCount" content="5825">
<meta itemprop="image" content="/images/feature-image.png">
@@ -457,6 +459,15 @@ David Blain (@dabla) Sriraj Dheeraj Turaga
(@dheerajturaga) Yeonguk Choo (@choo1
<li><strong>Buğra Öztürk</strong> (<a
href="https://github.com/bugraoz93">@bugraoz93</a>)</li>
<li><strong>Rahul Vats</strong> (<a
href="https://github.com/vatsrahul1001">@vatsrahul1001</a>)</li>
</ul>
+<h1 id="january-13-2026">January 13, 2026</h1>
+<p>We’ve just released <strong>Airflow 3.1.6</strong> and <strong>Task
SDK 1.1.6</strong> 🎉</p>
+<p>📦 PyPI: <a
href="https://pypi.org/project/apache-airflow/3.1.6/">https://pypi.org/project/apache-airflow/3.1.6/</a>
<br>
+📚 Core Docs: <a
href="https://airflow.apache.org/docs/apache-airflow/3.1.6/">https://airflow.apache.org/docs/apache-airflow/3.1.6/</a>
<br>
+📚 Task SDK Docs: <a
href="https://airflow.apache.org/docs/task-sdk/1.1.6/">https://airflow.apache.org/docs/task-sdk/1.1.6/</a>
<br>
+🛠 Release Notes: <a
href="https://airflow.apache.org/docs/apache-airflow/3.1.6/release_notes.html">https://airflow.apache.org/docs/apache-airflow/3.1.6/release_notes.html</a>
<br>
+🐳 Docker Image: “docker pull apache/airflow:3.1.6” <br>
+🚏 Constraints: <a
href="https://github.com/apache/airflow/tree/constraints-3.1.6">https://github.com/apache/airflow/tree/constraints-3.1.6</a></p>
+<p>Thanks to all the contributors who made this possible.</p>
<h1 id="december-25-2025">December 25, 2025</h1>
<p>Airflow PMC welcomes new PMC member and committers:</p>
<p>PMC member:</p>
diff --git a/blocktype/index.html b/blocktype/index.html
index 71748213fb..570e5e3249 100644
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index 1c22b76f23..43e425f2b0 100644
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index 50818021bf..a80bb191ae 100644
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index bd39ae0158..a61605cf8d 100644
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b/blog/airflow-survey-2020/index.html
index b957607cf1..03d0eb96d8 100644
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b/blog/airflow-survey-2022/index.html
index 4c02f3f891..3079d780ca 100644
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b/blog/airflow-survey-2023/index.html
index 04e0a45a62..53d083df56 100644
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b/blog/airflow-survey-2024/index.html
index 8df5336641..cc68be427b 100644
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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index 44ca077f09..abfbd49a34 100644
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index 08c447443a..59bf36d762 100644
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<meta property="og:image"
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<meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
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<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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index a17a7d8f9a..2a1e66bbc8 100644
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<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="2026-01-16T14:58:31+01:00">
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index f83de2c781..3290cc67b7 100644
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content="2020-08-17T00:00:00+00:00">
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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,
and Airflow will execute them according to the task’s relationships and
dependencies. If task B depends on the successful execution of another task A,
it means Airflow will run task A and only r [...]
<meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-01-16T14:58:31+01:00">
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 57aaefcba9..a629030abc 100644
---
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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committers and contributors from the ApacheCon Europe 2019. Get to know the ASF
community!">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+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 93982db90d..32c6e070cb 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">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-12-20T00:00:00+00:00">
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process felt a lot like GSoC except that this was about documentation.
About Me I have been writing tech articles on medium as well as my blog for
the past 1.5 years. Blogging helps me test my understanding of the concepts as
untangling the toughest of ideas in simple sentences requires a considerable
time investment.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
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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 e0cb8ec50a..31057674c6 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
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@@ -32,7 +32,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
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content="2020-08-30T00:00:00+00:00">
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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">
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b/blog/fab-oid-vulnerability/index.html
index bdc7b96fbd..338572a0c5 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2024-02-26T00:00:00+00:00">
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+ <meta property="article:modified_time" content="2026-01-16T15:03:47+01:00">
<meta property="article:tag" content="Vulnerabilities">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Vulnerability in long deprecated OpenID
authentication method in Flask AppBuilder">
<meta itemprop="description" content="Advising users who still use a
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to
Apache Airflow 2.8.2">
<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
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index fb4402d861..e65d61be06 100644
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b/blog/introducing_setup_teardown/index.html
index 9cf8a8cb0a..d5f284b38a 100644
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<meta property="og:type" content="article">
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index 8ef988d462..a45dba4278 100644
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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index 0f3f3acf6f..b2f69647a9 100644
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index 1c6ef3b8ea..880a51c777 100644
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b/blog/tags/documentation/index.html
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index 3b4aab9f3e..2fea2f5f79 100644
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index 1b8a5f3085..c04030189b 100644
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+++ b/blog/tags/users/index.html
@@ -35,7 +35,7 @@
<meta itemprop="name" content="Users">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index fc2e40322d..617402bfa1 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>Fri, 16 Jan 2026 14:58:31 +0100</lastBuildDate>
+ <lastBuildDate>Fri, 16 Jan 2026 15:03:47 +0100</lastBuildDate>
<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 a57778e899..c05fd91af8 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.xml
b/blog/tags/vulnerabilities/index.xml
index bfed03c857..7bad3f2e27 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>Fri, 16 Jan 2026 14:58:31 +0100</lastBuildDate>
+ <lastBuildDate>Fri, 16 Jan 2026 15:03:47 +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 340a6f1728..1759aeeca3 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+ 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 eedb9ac244..c1979cae0d 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 549ec70987..241a49403b 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 5bb0767fe8..6cb1001117 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 f4372d4efa..98e78eb275 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="wordCount" content="2073">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 41e1322597..91bd0e6b5f 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index d938d25f5d..6af7f27bc2 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 5dfdf8fc2b..c0e753db8e 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 31d0a90894..ea613a13db 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 4851bba6c5..ae6dd92076 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 5bddc4a19f..f964fb4149 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
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</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
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</url><url>
<loc>/community/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
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</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
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</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
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</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2026-01-16T14:58:31+01:00</lastmod>
+ <lastmod>2026-01-16T15:03:47+01:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 746a84e5ce..01d9ea6bdd 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 99925cbf88..bb7c40a983 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.xml b/tags/index.xml
index 109c22a265..33bf58fb63 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>Fri, 16 Jan 2026 14:58:31 +0100</lastBuildDate>
+ <lastBuildDate>Fri, 16 Jan 2026 15:03:47 +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 4a1517f587..60982518cd 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 5e2a3fa2a8..1cd0625337 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 0ad45aba56..6f649d4238 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 b57ae77e9e..44687c8bf4 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 b7d78aa544..932d636edc 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 77dc1cc736..c834e8dd23 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 09e3035502..11901bc4f3 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 e3c26c7810..b68fa88460 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 c7da84ba10..c0b759f123 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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 f66644dcc2..b8f00b2d5f 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 10cc561fbf..1efcfdc86c 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 86b541c29d..3e4642215f 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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="2026-01-16T14:58:31+01:00">
+ <meta itemprop="dateModified" content="2026-01-16T15:03:47+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 660a4a0fc4..521ed1a071 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">
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<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 [...]
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 54bc639c4c..ff6d1a934a 100644
--- a/use-cases/seniorlink/index.html
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@@ -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">
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<meta property="article:section" content="use-cases">
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<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 [...]
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<meta itemprop="wordCount" content="400">
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index fd3ca3188d..f4984cfed6 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+01:00">
<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 [...]
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<meta itemprop="wordCount" content="641">
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 9e83712b9e..e90ba4a733 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="2026-01-16T14:58:31+01:00">
+ <meta property="article:modified_time" content="2026-01-16T15:03:47+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.">
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<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 98f8c81dbf..25a8f76cc0 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">
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<meta property="article:section" content="use-cases">
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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">