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new fcd9f9a1c0 Docs updated via
refs/heads/main:55a9336fe585699ec8d93c3829eab221e98d7f04
fcd9f9a1c0 is described below
commit fcd9f9a1c03f9e76e398cb7ef40bd7d83c8e238f
Author: GitHub Actions <[email protected]>
AuthorDate: Sat Dec 13 10:42:08 2025 +0000
Docs updated via refs/heads/main:55a9336fe585699ec8d93c3829eab221e98d7f04
---
announcements/index.html | 29 ++--
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
blocktype/use-case/index.html | 2 +-
blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
blog/airflow-1.10.8-1.10.9/index.html | 4 +-
blog/airflow-2.10.0/index.html | 4 +-
blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
blog/airflow-2.4.0/index.html | 4 +-
blog/airflow-2.5.0/index.html | 4 +-
blog/airflow-2.6.0/index.html | 4 +-
blog/airflow-2.7.0/index.html | 4 +-
blog/airflow-2.8.0/index.html | 4 +-
blog/airflow-2.9.0/index.html | 4 +-
blog/airflow-3.1.0/index.html | 4 +-
blog/airflow-survey-2020/index.html | 4 +-
blog/airflow-survey-2022/index.html | 4 +-
blog/airflow-survey-2023/index.html | 4 +-
blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
blog/airflow-three-point-oh-is-here/index.html | 4 +-
blog/airflow-two-point-oh-is-here/index.html | 4 +-
blog/airflow_summit_2021/index.html | 4 +-
blog/airflow_summit_2022/index.html | 4 +-
blog/airflowctl-0.1.0/index.html | 4 +-
blog/announcing-new-website/index.html | 4 +-
blog/apache-airflow-for-newcomers/index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
blog/introducing_setup_teardown/index.html | 4 +-
.../index.html | 4 +-
blog/tags/airflow-summit/index.html | 2 +-
blog/tags/community/index.html | 2 +-
blog/tags/development/index.html | 2 +-
blog/tags/documentation/index.html | 2 +-
blog/tags/release/index.html | 2 +-
blog/tags/rest-api/index.html | 2 +-
blog/tags/survey/index.html | 2 +-
blog/tags/users/index.html | 2 +-
blog/tags/vulnerabilities/index.html | 2 +-
code-of-conduct/index.html | 2 +-
community/index.html | 70 +---------
community/resources/index.html | 4 +-
docs/index.html | 2 +-
ecosystem/index.html | 2 +-
index.html | 2 +-
meetups/index.html | 2 +-
privacy-notice/index.html | 2 +-
roadmap/index.html | 2 +-
search/index.html | 4 +-
sitemap.xml | 152 ++++++++++-----------
survey/index.html | 2 +-
tags/index.html | 2 +-
use-cases/adjoe/index.html | 4 +-
use-cases/adobe/index.html | 4 +-
use-cases/adyen/index.html | 4 +-
use-cases/big-fish-games/index.html | 4 +-
use-cases/business_operations/index.html | 4 +-
use-cases/dish/index.html | 4 +-
use-cases/etl_analytics/index.html | 4 +-
use-cases/experity/index.html | 4 +-
use-cases/index.html | 2 +-
use-cases/infrastructure-management/index.html | 4 +-
use-cases/mlops/index.html | 4 +-
use-cases/onefootball/index.html | 4 +-
use-cases/plarium-krasnodar/index.html | 4 +-
use-cases/seniorlink/index.html | 4 +-
use-cases/sift/index.html | 4 +-
use-cases/snapp/index.html | 4 +-
use-cases/suse/index.html | 4 +-
77 files changed, 222 insertions(+), 279 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index f8d1842682..e896c5bb9f 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -35,26 +35,26 @@
<title>Announcements | Apache Airflow</title><meta property="og:url"
content="/announcements/">
<meta property="og:site_name" content="Apache Airflow">
<meta property="og:title" content="Announcements">
- <meta property="og:description" content=" 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
+ <meta property="og:description" content=" 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
Thanks to all the contributors who made this possible.
-November 14, 2025 We’ve just released Apache Airflow 3.1.3 and Task SDK 1.1.3 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.3/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.3/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.3/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.3” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.3
+December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.4/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.4/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.4/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.4” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.4
Thanks to all the contributors who made this possible.">
<meta 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=" 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
+ <meta itemprop="description" content=" 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
Thanks to all the contributors who made this possible.
-November 14, 2025 We’ve just released Apache Airflow 3.1.3 and Task SDK 1.1.3 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.3/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.3/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.3/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.3” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.3
+December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.4/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.4/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.4/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.4” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.4
Thanks to all the contributors who made this possible.">
<meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
- <meta itemprop="wordCount" content="5689">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
+ <meta itemprop="wordCount" content="5736">
<meta itemprop="image" content="/images/feature-image.png">
@@ -408,6 +408,15 @@ Thanks to all the contributors who made this possible.">
<p>
</p>
+<h1 id="december-12-2025">December 12, 2025</h1>
+<p>We’ve just released <strong>Airflow 3.1.5</strong> and <strong>Task
SDK 1.1.5</strong> 🎉</p>
+<p>📦 PyPI: <a
href="https://pypi.org/project/apache-airflow/3.1.5/";>https://pypi.org/project/apache-airflow/3.1.5/</a>
<br>
+📚 Core Docs: <a
href="https://airflow.apache.org/docs/apache-airflow/3.1.5/";>https://airflow.apache.org/docs/apache-airflow/3.1.5/</a>
<br>
+📚 Task SDK Docs: <a
href="https://airflow.apache.org/docs/task-sdk/1.1.5/";>https://airflow.apache.org/docs/task-sdk/1.1.5/</a>
<br>
+🛠 Release Notes: <a
href="https://airflow.apache.org/docs/apache-airflow/3.1.5/release_notes.html";>https://airflow.apache.org/docs/apache-airflow/3.1.5/release_notes.html</a>
<br>
+🐳 Docker Image: “docker pull apache/airflow:3.1.5” <br>
+🚏 Constraints: <a
href="https://github.com/apache/airflow/tree/constraints-3.1.5";>https://github.com/apache/airflow/tree/constraints-3.1.5</a></p>
+<p>Thanks to all the contributors who made this possible.</p>
<h1 id="december-10-2025">December 10, 2025</h1>
<p>We’ve just released Apache <strong>Airflow 3.1.4</strong> and
<strong>Task SDK 1.1.4</strong> 🎉</p>
<p>📦 PyPI: <a
href="https://pypi.org/project/apache-airflow/3.1.4/";>https://pypi.org/project/apache-airflow/3.1.4/</a>
<br>
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index 4e46f46990..b2e28488ca 100644
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@@ -42,7 +42,7 @@
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index ba0df6fd05..f9a2baec4d 100644
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@@ -42,7 +42,7 @@
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<meta itemprop="description" content="Platform created by the community to
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index f776bad35c..57cae55b5a 100644
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index b39771afd4..cd66640e3f 100644
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index 6b515a50c5..fcf4f1e9a7 100644
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index 28151cfbf7..6560d280e4 100644
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
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index 79273432b2..d298b32efb 100644
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index d2d44ec3b0..e15bcccd26 100644
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index be3ee36c1d..de8e3a0d5c 100644
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<meta property="og:image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
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b/blog/airflow-survey-2020/index.html
index e08224ff25..d98492810a 100644
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index 3a097b48ba..948ed51daf 100644
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<meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
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<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
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b/blog/airflow-survey-2024/index.html
index 50b9731190..9940531671 100644
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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index 8945e01518..c77f97beba 100644
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<meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
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index 260a28aafd..56994c550b 100644
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- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
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index 83bfbafa1f..ddfccf6add 100644
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- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
<meta itemprop="description" content="Apache Airflow is a platform to
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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="1070">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 3aa838ba37..82bb5742ad 100644
---
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-11-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights
by Airflow Committers">
<meta itemprop="description" content="Here come some thoughts by Airflow
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">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="138">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git a/blog/documenting-using-local-development-environments/index.html
b/blog/documenting-using-local-development-environments/index.html
index 092b2a0504..a688f2eca0 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-11-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Documenting using local development
environment">
<meta itemprop="description" content="The story behind documenting local
development environment of Apache Airflow">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="256">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Development">
diff --git
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 83a2d4e57d..2628e6715b 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
@@ -40,7 +40,7 @@ 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">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="Documentation">
<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta itemprop="description" content="I came across Google Season of Docs
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter
addiction. I was familiar with the Google Summer of Code but not with this
program. It turns out it was the inaugural phase. I read the details, and the
process felt a lot like GSoC except that this was about documentation.
About Me I have been writing tech articles on medium as well as my blog for
the past 1.5 years. Blogging helps me test my understanding of the concepts as
untangling the toughest of ideas in simple sentences requires a considerable
time investment.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="1521">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Documentation">
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 06b213d9d4..89bc02b634 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-08-30T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
<meta itemprop="description" content="Outreachy is a program which organises
three months paid internships with FOSS projects for people who are typically
underrepresented in those projects.
Contribution Period The first thing I had to do was choose a project under an
organisation. After going through all the projects I chose “Extending the REST
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I
thought it would be easier to get started with the contributions. The next step
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze.
Since I had never contributed to FOSS before so this part was overwhelming but
there were plenty [...]
<meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="528">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html
b/blog/fab-oid-vulnerability/index.html
index bda9b12804..458420f265 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -39,14 +39,14 @@
<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">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="638">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Vulnerabilities">
diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html
b/blog/implementing-stable-api-for-apache-airflow/index.html
index 7b75e0a652..3fa480d0c6 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-07-19T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="REST API">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Implementing Stable API for Apache Airflow">
<meta itemprop="description" content="An Outreachy intern's progress
report on contributing to Apache Airflow REST API.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="703">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index e76fbc689b..d1539ff69c 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Blog">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/introducing_setup_teardown/index.html
b/blog/introducing_setup_teardown/index.html
index c1b8c517a3..ae72ccdc6b 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -39,13 +39,13 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2023-08-18T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Introducing Setup and Teardown tasks">
<meta itemprop="description" content="An introduction to Setup and Teardown
tasks, which are new in Apache Airflow 2.7.0">
<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="678">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index 3942721b24..8e6601787e 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-11-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="It's a "Breeze" to develop Apache
Airflow">
<meta itemprop="description" content="A Principal Software Engineer's
journey to developer productivity. Learn how Jarek and his team sped up and
simplified Airflow development for the community.">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="124">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Development">
diff --git a/blog/tags/airflow-summit/index.html
b/blog/tags/airflow-summit/index.html
index 6f06c395f0..22c5c15fff 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Airflow Summit">
<meta itemprop="description" content="Platform created by the community to
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<meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index ac079bae07..a7863d084e 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content="Platform created by the community to
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index e03343bd80..e80540ea98 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Development">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/documentation/index.html
b/blog/tags/documentation/index.html
index 3d22efc6c2..e5f9305b43 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 912b69246c..ee31219067 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Release">
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 4c26296438..a73b6b8884 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="REST API">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 8c2988d8c7..d34f34aec9 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Survey">
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 7ed194f763..bda58f8cfd 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -43,7 +43,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.html
b/blog/tags/vulnerabilities/index.html
index b1b055ace0..bfbbf1eb49 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 7785e429a9..679dfcd35c 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -44,7 +44,7 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 80acaf5d61..d6297cf0b6 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,8 +42,8 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content=" Want to contribute? Join the Dev list
The Dev list is the preferred channel for announcements, proposals and votes.
Manage your subscription: ">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
- <meta itemprop="wordCount" content="602">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
+ <meta itemprop="wordCount" content="560">
<meta itemprop="image" content="/images/feature-image.png">
@@ -489,39 +489,6 @@
-<details class="accordion" >
- <summary>
- <div class="accordion__arrow">
- <svg xmlns="http://www.w3.org/2000/svg"; width="18.904"
height="11.451"><path d="M16.905 1.414 9.452 8.867 1.999 1.414l-.585.585 7.453
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stroke="#017cee" stroke-width="2"/></svg>
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- <div class="accordion__summary-content">
-
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- <svg xmlns="http://www.w3.org/2000/svg"; width="60"
height="43.846" viewBox="0 0 60 43.846"><g id="Group_1417" data-name="Group
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id="Group_1414" data-name="Group 1414"><path id="Rectangl [...]
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-
- <div class="accordion__summary-content--text">
- <h4 class="accordion__summary-content--header
subtitle__large--greyish-brown ">Subscribe to the newsletter</h4>
- <span class="bodytext__medium--brownish-grey"><a
href="https://cdn.forms-content-1.sg-form.com/44820aed-844a-11f0-9142-367766e5a240";>Get
regular monthly updates</a> on recent events and communications in the Airflow
community.</span>
- </div>
- </div>
- </summary>
- <div class="accordion__content indented">
- <p class="bodytext__medium--brownish-grey">You will learn
about:</p>
- <ul class="ticks-blue mx-auto">
- <li>recent releases</li>
- <li>upcoming and recent events</li>
- <li>the PR of the Month</li>
- <li>recent blog posts and guides</li>
- <li>activity on the Dev list.</li>
- </ul>
- </div>
-</details>
-
-
-
-
-
<details class="accordion" >
<summary>
<div class="accordion__arrow">
@@ -3142,39 +3109,6 @@
-<details class="accordion" >
- <summary>
- <div class="accordion__arrow">
- <svg xmlns="http://www.w3.org/2000/svg"; width="18.904"
height="11.451"><path d="M16.905 1.414 9.452 8.867 1.999 1.414l-.585.585 7.453
7.453.585.585.585-.585 7.453-7.453z" data-name="Path 684" fill="#017cee"
stroke="#017cee" stroke-width="2"/></svg>
- </div>
- <div class="accordion__summary-content">
-
- <div class="accordion__summary-content--icon">
- <svg xmlns="http://www.w3.org/2000/svg"; width="60"
height="43.846" viewBox="0 0 60 43.846"><g id="Group_1417" data-name="Group
1417" transform="translate(1242.912 -652.077)"><g id="Group_1413"
data-name="Group 1413"><path id="Path_1208" d="M-1212.912 677.749a.6.6.0
01-.387-.139l-28.606-23.558.773-.939 28.22 23.24 28.22-23.24.773.939-28.607
23.558a.6.6.0 01-.386.139z" fill="#017cee" data-name="Path 1208"/></g><g
id="Group_1414" data-name="Group 1414"><path id="Rectangl [...]
- </div>
-
- <div class="accordion__summary-content--text">
- <h4 class="accordion__summary-content--header
subtitle__large--greyish-brown ">Subscribe to the newsletter</h4>
- <span class="bodytext__medium--brownish-grey"><a
href="https://cdn.forms-content-1.sg-form.com/44820aed-844a-11f0-9142-367766e5a240";>Get
regular monthly updates</a> on recent events and communications in the Airflow
community.</span>
- </div>
- </div>
- </summary>
- <div class="accordion__content indented">
- <p class="bodytext__medium--brownish-grey">You will learn
about:</p>
- <ul class="ticks-blue mx-auto">
- <li>recent releases</li>
- <li>upcoming and recent events</li>
- <li>the PR of the Month</li>
- <li>recent blog posts and guides</li>
- <li>activity on the Dev list.</li>
- </ul>
- </div>
-</details>
-
-
-
-
-
<details class="accordion" >
<summary>
<div class="accordion__arrow">
diff --git a/community/resources/index.html b/community/resources/index.html
index 421dda33aa..926914cc1f 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="community">
- <meta property="article:modified_time" content="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 3cdc152e1c..94dd75a774 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 4844695487..05695f1fa3 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,7 +44,7 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="2045">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index a16245ecb4..cc97169892 100644
--- a/index.html
+++ b/index.html
@@ -42,7 +42,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index 7b7b587087..77900711a8 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -42,7 +42,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 11f1d02cc2..4535b0736f 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -42,7 +42,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 09443bea47..53424cda0d 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -44,7 +44,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 745f4e5910..cf6e8fd4e4 100644
--- a/search/index.html
+++ b/search/index.html
@@ -37,12 +37,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index c4b8e9cd49..26445f1c3d 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-12-10T23:48:41+09:00</lastmod>
+ <lastmod>2025-12-13T11:39:16+01:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 4fe3faebb1..6beb9245ea 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 403744ba54..f1ed616d9d 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index f503d25b60..f967f970b4 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 0682505b2c..3b0b64f4b9 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 1dc33d2b70..c67ecd50d6 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 53a9016ea7..07aa8208b2 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 513e602388..763f0c84f4 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 a05c3c6430..0172677084 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 c3789b2fa6..2b05b1d8dc 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 c428ba7aa2..ffb8228ae9 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 e57d73d02a..2bb8cafa4d 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -42,7 +42,7 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 fec9773eef..7b698f1251 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 8ab901b4c6..6ac1798f25 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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 [...]
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 f805fdc62e..b7ff4594c8 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+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 29baf1d932..ca6a714b9f 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research
& 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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="257">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 274f7f308e..8b514856eb 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<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 7edb81e70a..046312c272 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+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 [...]
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 9501fd95d5..b9052c2789 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -38,12 +38,12 @@
<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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team
at Snapp, one of the largest and fastest-growing internet companies in the
Middle East, we have experienced significant growth over the past couple of
years, expanding from a team of 7 to a team of 60. However, with this growth
came the realization that some of our crucial tasks were being performed
manually. This manual approach consumed valuable time and hindered our ability
to execute these tasks efficiently.">
- <meta itemprop="dateModified" content="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 6c050dc9ed..3b665a20f9 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -39,13 +39,13 @@ 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="2025-12-10T23:48:41+09:00">
+ <meta property="article:modified_time" content="2025-12-13T11:39:16+01:00">
<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="2025-12-10T23:48:41+09:00">
+ <meta itemprop="dateModified" content="2025-12-13T11:39:16+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
