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commit 7e468d0b3d187feca1150ac2f5889f594d17cd3d
Author: GitHub Actions <[email protected]>
AuthorDate: Wed Dec 17 14:51:00 2025 +0000
Docs updated via refs/heads/main:132a91b9684c2f95c23cc7578dbed1a4a716deb1
---
announcements/index.html | 2 +-
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
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blog/airflow-1.10.10/index.html | 4 +-
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blog/airflowctl-0.1.0/index.html | 4 +-
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87 files changed, 213 insertions(+), 213 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index b206691614..c5bc008b9b 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -45,7 +45,7 @@ December 10, 2025 We’ve just released Apache Airflow 3.1.4
and Task SDK 1.1.4
📦 PyPI: https://pypi.org/project/apache-airflow/3.1.4/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.4/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.4/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.4” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.4
Thanks to all the contributors who made this possible.">
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index e119f3b7c4..bf137abd38 100644
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<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
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b/blog/airflow-survey-2020/index.html
index 3c6857606c..13e2f9f216 100644
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b/blog/airflow-survey-2022/index.html
index 682c30a79b..a2669ec665 100644
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<meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
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diff --git a/blog/airflow-survey-2023/index.html
b/blog/airflow-survey-2023/index.html
index 742031ea2d..53b34197ca 100644
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<meta itemprop="description" content="Airflow 2 has seen rapid adoption,
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advance.">
<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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b/blog/airflow-survey-2024/index.html
index 2c93b03e9e..805e6c522c 100644
--- a/blog/airflow-survey-2024/index.html
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<meta itemprop="name" content="Airflow Survey 2024">
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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index 1ca1618877..6601a64c84 100644
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<meta property="og:type" content="article">
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b/blog/airflow-three-point-oh-is-here/index.html
index 7475df3e03..5f653a98c7 100644
--- a/blog/airflow-three-point-oh-is-here/index.html
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<meta property="og:type" content="article">
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content="2025-04-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
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b/blog/airflow-two-point-oh-is-here/index.html
index 3feff05eb2..874ce979f9 100644
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b/blog/airflow_summit_2021/index.html
index 84644df1d2..eeb8d070f0 100644
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diff --git a/blog/airflowctl-0.1.0/index.html b/blog/airflowctl-0.1.0/index.html
index aed4d31e2b..d29e976243 100644
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<meta property="article:tag" content="Release">
<meta property="og:image"
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<meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
<meta itemprop="description" content="A new way of using API in Airflow.
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<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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b/blog/announcing-new-website/index.html
index 8c634fbf3c..d43feb52d1 100644
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<meta property="og:type" content="article">
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<meta itemprop="description" content="We are thrilled about our new
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<meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html
b/blog/apache-airflow-for-newcomers/index.html
index 7577ede9d6..dc0acbf9a9 100644
--- a/blog/apache-airflow-for-newcomers/index.html
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
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content="2020-08-17T00:00:00+00:00">
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
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the other hand, is the process of planning, controlling, and optimizing when a
particular task should be done.
Authoring Workflow in Apache Airflow. Airflow makes it easy to author
workflows using python scripts. A Directed Acyclic Graph (DAG) represents a
workflow in Airflow. It is a collection of tasks in a way that shows each
task’s relationships and dependencies. You can have as many DAGs as you want,
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 50f4b3f669..91c6632644 100644
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<meta property="og:image" content="/images/feature-image.png">
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index 2f45842cf0..055bb27881 100644
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<meta property="og:image" content="/images/feature-image.png">
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<meta itemprop="description" content="The story behind documenting local
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+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 bb858d5f1b..7f9e707ead 100644
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a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta property="og:type" content="article">
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@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well
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<meta itemprop="description" content="I came across Google Season of Docs
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process felt a lot like GSoC except that this was about documentation.
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index 0bb2fb8531..facff34975 100644
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b/blog/tags/airflow-summit/index.xml
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b/blog/tags/documentation/index.html
index ff7ec56c2b..acbade07bb 100644
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index 6e421213af..354acc817d 100644
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index 4dfe34033e..5294e07aac 100644
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index 4d2b176deb..b36c1304b5 100644
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index 0ad4cccab9..3961d6ab58 100644
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index 25f9a8dab8..6389e0e3e5 100644
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@@ -6,7 +6,7 @@
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<language>en</language>
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index 829700ad45..706293b2b2 100644
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index 36d9f82e2b..43028df0a0 100644
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b/blog/tags/vulnerabilities/index.html
index 1804f9a239..d56f9ce752 100644
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- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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diff --git a/blog/tags/vulnerabilities/index.xml
b/blog/tags/vulnerabilities/index.xml
index 3d6da1a202..c224a3e391 100644
--- a/blog/tags/vulnerabilities/index.xml
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@@ -6,7 +6,7 @@
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<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Wed, 17 Dec 2025 12:39:00 +0000</lastBuildDate>
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<atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self"
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index 2eeb22bf5d..b17004db5f 100644
--- a/code-of-conduct/index.html
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Slack and in-person Meetups
Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
of Conduct . In addition to those primary guidelines, these policies are
specifically for Airflow Slack. The Airflow Slack community contains
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very practitioners who build in Airflow daily, our members feel a sense of
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- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
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index dfdd261f9d..c1dfa5fce2 100644
--- a/community/index.html
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Apache Airflow">
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Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
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+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="31">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/docs/index.html b/docs/index.html
index 46652b1aa4..8bcfc609c2 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL
(airflowctl) is a command-lin
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache
Airflow Core, which includes webserver, scheduler, CLI and other components
that are needed for minimal Airflow installation. Read the documentation »
Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a
command-line interface (CLI) for Apache Airflow that interacts exclusively with
the Airflow REST API. It provides a secure, auditable, and consistent way to
manage Airflow deployments — without direct access to the metadata database.
Read the documentation »">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="586">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 3fc253587b..b8a7aaf70d 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please
reach out to the Apach
<meta itemprop="name" content="Ecosystem">
<meta itemprop="description" content=" Ecosystem These resources and
services are not maintained, nor endorsed by the Apache Airflow® Community and
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use
them at your sole discretion. The community does not verify the licences nor
validity of those tools, so it’s your responsibility to verify them.
If you would you like to be included on this page, please reach out to the
Apache Airflow dev or user mailing list and let us know or simply open a Pull
Request to that page.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="2045">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 97684c5fbd..433ee17cc8 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Home">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index 274a465969..02690d01a6 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 9cb29d7c8a..085a401982 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the
Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/roadmap/index.html b/roadmap/index.html
index 40ec1c49fe..14c2f04d1f 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily
hidden. When the content is ready, re-add the page by putting the following
code in the frontmatter:
--- title: "Roadmap" linkTitle: "Roadmap" showSideNav: false
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around
(it may not be very intuitive for everyone at first) is that this Airflow
Python script is really just a configuration file specifying the DAG’s
structure as code. The actual tasks defined here will run in a different
context from the context of this script. Different tasks run on different
workers at different points in time, which [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index da5ad5978e..b723524704 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
<meta property="og:description" content="Platform created by the community
to programmatically author, schedule and monitor workflows.">
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Search Results">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 29c34c5a73..d5d22c6d8e 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-12-17T12:39:00+00:00</lastmod>
+ <lastmod>2025-12-17T14:47:41+00:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 10b1f0956f..25e74a9494 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...
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<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">
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<description>Recent content in Tags on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
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<item>
<title>Release</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index ac7b5932b1..cb32ccf921 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the
creation of a new AW
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="adjoe">
<meta itemprop="description" content="What was the problem? Before adopting
Airflow at adjoe, we handled job scheduling in two main ways: by setting up
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had
their benefits, they also came with limitations, especially when it came to
managing more complex workloads. As our data science teams needs evolved, it
became clear that we needed a more robust and flexible orchestration tool.
How did Apache Airflow help to solve this problem? With the creation of a new
AWS environment for the data science teams, we introduced Airflow on Kubernetes
as our primary orchestration solution, addressing both stability and
scalability requirements.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="258">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 31a09a70e8..df37f7f1d0 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data
platforms need sophisticated data pipelines connecting to many backend services
enabling complex workflows. These workflows need to be deployed, monitored, and
run either on regular schedules or triggered by external events. Adobe
Experience Platform component services architected and built an orchestration
service to enable their users to author, schedule, and monitor complex
hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="251">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 29a0080c10..3411acaf33 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adyen">
<meta itemprop="description" content="What was the problem? Many years ago
we started out with our own orchestration framework. Due to all the required
custom functionality it made sense at the time. However, quickly we realized
creating an orchestration tool is not to be underestimated. With the quickly
increasing number of users and teams, time spent on fixing issues increased,
severely limiting development speed. Furthermore, due to it not being open
source, we constantly had to mak [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="405">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html
b/use-cases/big-fish-games/index.html
index 52faa57bc7..75b22b52ed 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Big Fish Games">
<meta itemprop="description" content="What was the problem? The main
challenge is the lack of standardized ETL workflow orchestration tools.
PowerShell and Python-based ETL frameworks built in-house are currently used
for scheduling and running analytical workloads. However, there is no web UI
through which we can monitor these workflows and it requires additional effort
to maintain this framework. These scheduled jobs based on external dependencies
are not well suited to modern Big Da [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="336">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html
b/use-cases/business_operations/index.html
index 1c92999d8d..d31bd9a941 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">
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<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="2025-12-17T12:39:00+00:00">
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<meta itemprop="wordCount" content="425">
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<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index cc4fa82d2f..ad81b81af0 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced
increasing complexity managing lengthy crontabs with scheduling being an issue,
this required carefully planning timing due to resource constraints, usage
patterns, and especially custom code needed for retry logic. In the last case,
having to verify success of previous jobs and/or steps prior to running the
next. Furthermore, time to results is important, but we were increasingly
relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="248">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html
b/use-cases/etl_analytics/index.html
index 16a1cd6d18..fab617cc24 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow
that extracts climate
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content="Use Airflow for ETL/ELT pipelines
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines
are the most common use case for Apache Airflow. 90% of respondents in the 2023
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use
cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts
climate data from a CSV file, as well as weather data from an API, runs
transformations and then loads the results into a database to power a
dashboard.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="291">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index d8bc50c3a6..512d6fa971 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">
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<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Experity">
<meta itemprop="description" content="What was the problem? We had to deploy
our complex, flagship app to multiple nodes in multiple ways. This required
tasks to communicate across Windows nodes and coordinate timing perfectly. We
did not want to buy an expensive enterprise scheduling tool and needed ultimate
flexibility.
How did Apache Airflow help to solve this problem? Ultimately we decided
flexible, multi-node, DAG capable tooling was key and airflow was one of the
few tools that fit that bill. Having it based on open source and python were
large factors that upheld our core principles. At the time, Airflow was missing
a windows hook and operator so we contributed the WinRM hook and operator back
to the community. Given its flexibility we also use DAG generators to have our
metadata drive our DAGs and [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="191">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 8b83fbc3fd..04b30022d7 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/infrastructure-management/index.html
b/use-cases/infrastructure-management/index.html
index ef7f5718ac..4808ff127a 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the
context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Infrastructure Management">
<meta itemprop="description" content="Use Airflow for Infrastructure
Management Airflow can interact with any API, which makes it a great tool to
manage your infrastructure, such as Kubernetes or Spark clusters running in any
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special
type of task with intelligent behavior to spin up and tear down infrastructure
at the exact time you need it.
Infrastructure management is often needed within the context of other use
cases, such as MLOps, or implementing data quality checks. This video shows an
example of how it might be used for an MLOps pipeline. You can find the code
shown in this example here.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="310">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index b3b8a2429d..3733f6820c 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term
encompassing everything needed to run machine learning models in production.
MLOps is a rapidly evolving field with many different best practices and
behavioral patterns, with Apache Airflow providing tool agnostic orchestration
capabilities for all steps. An emerging subset of MLOps is Large Language Model
Operations (LLMOps), which focuses on d [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="376">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 0e1b3088dc..3e58c332b0 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third
party data sources, clou
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Onefootball">
<meta itemprop="description" content="What was the problem? With millions of
daily active users, managing the complexity of data engineering at Onefootball
is a constant challenge. Lengthy crontabs, multiplication of custom API
clients, erosion of confidence in the analytics served, increasing heroism
(“only one person can solve this issue”). Those are the challenges that most
teams face unless they consciously invest in their tools and processes.
On top of that, new data tools appear each month: third party data sources,
cloud providers solutions, different storage technologies… Managing all those
integrations is costly and brittle, especially for small data engineering teams
that are trying to do more with less.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="294">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html
b/use-cases/plarium-krasnodar/index.html
index 9ff4c155f7..29faa8a2e5 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research
& Development department carries out various experiments, and in all of
them, we need to create workflow orchestrations for solving tasks in game dev.
Previously, we didn’t have any suitable tools with a sufficient number of
built-in functions, and we had to orchestrate processes manually and entirely
from scratch every time. This led to difficulties with dependencies and
monitoring when building complex workf [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="257">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index bcdcb549e0..a51b90309a 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver
value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at
Seniorlink, we provide services, support, and technology that engages family
caregivers. One of our focuses is using data to bolster our knowledge and
improve the experience of our users. Like many looking to build an effective
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the
business, deploying these data services in AWS using a mixture of EMR, ECS,
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up
with one monolithic batch process with many smaller satellite jobs. Given the
scale and quantity of jobs, we began to lose transparency as to what was
happening. Additionally, many jobs were launched in a single EMR cluster and so
tightly coupled that a failure in o [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="400">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index c613695c9e..de2927dc9a 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re
constantly training machine learning models that feed into the core of Sift’s
Digital Trust & Safety platform. The platform gives our customers a way to
discern suspicious online behavior from trustworthy behavior, allowing our
customers to protect their online transactions, maintain the integrity of their
content platforms, and keep their users’ accounts secure. To make this
possible, we’ve built model trai [...]
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index bed677ea8f..13ec3309a9 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team
at Snapp, one of the largest and fastest-growing internet companies in the
Middle East, we have experienced significant growth over the past couple of
years, expanding from a team of 7 to a team of 60. However, with this growth
came the realization that some of our crucial tasks were being performed
manually. This manual approach consumed valuable time and hindered our ability
to execute these tasks efficiently.">
- <meta itemprop="dateModified" content="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 6ba0073403..777c0ef110 100644
--- a/use-cases/suse/index.html
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@@ -31,13 +31,13 @@ The construction of these containers requires the
installation of several librar
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- <meta property="article:modified_time" content="2025-12-17T12:39:00+00:00">
+ <meta property="article:modified_time" content="2025-12-17T14:47:41+00:00">
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<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="2025-12-17T12:39:00+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T14:47:41+00:00">
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<meta itemprop="keywords" content="Testimonial">
