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new 949ae3edc0 Docs updated via
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commit 949ae3edc0bc6ebc800f53d4a42c2df704cb99a7
Author: GitHub Actions <[email protected]>
AuthorDate: Tue Nov 11 22:24:10 2025 +0000
Docs updated via refs/heads/main:8f2e1727dd9dcb0ca208f577a49932026eb992ae
---
announcements/index.html | 2 +-
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 +-
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blog/airflow-survey-2022/index.html | 4 +-
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blog/airflow_summit_2022/index.html | 4 +-
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76 files changed, 200 insertions(+), 200 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index 81af4fe7b1..7e0dcc4190 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -53,7 +53,7 @@ Thanks to all the contributors who made this possible.
November 5, 2025 We’ve just released Apache Airflow 3.1.2 and Task SDK 1.1.2.
📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.2";>
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content="2025-09-25T00:00:00+00:00">
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<meta property="og:image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
<meta itemprop="name" content="Apache Airflow 3.1.0: Human-Centered
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Human-in-the-Loop workflows, 17-language internationalization, deadline alerts,
and React plugin system for data orchestration teams.">
<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
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b/blog/airflow-survey-2020/index.html
index e30102c79d..02ef20b516 100644
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content="2021-03-09T00:00:00+00:00">
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users as well as in an amount of active contributors. So listening and
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b/blog/airflow-survey-2022/index.html
index d2999effae..c6b57edf27 100644
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content="2022-06-17T00:00:00+00:00">
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<meta itemprop="description" content="2021 saw rapid adoption of Airflow 2,
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how people are using Airflow, and where we can best focus our efforts going
forward.">
<meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
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b/blog/airflow-survey-2023/index.html
index a17b21917e..6e9663ca0d 100644
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<meta itemprop="description" content="Airflow 2 has seen rapid adoption,
accompanied by continuous community growth. This annual survey helps us
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advance.">
<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
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b/blog/airflow-survey-2024/index.html
index 737fd4140f..19958954c9 100644
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future efforts.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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index 39b2b087e8..33b5a52555 100644
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content="2019-12-11T00:00:00+00:00">
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index 34f5866b6c..0faba4fd83 100644
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b/blog/airflow_summit_2021/index.html
index 41c11934bf..0325b88f56 100644
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index 6dc825c186..240f57862f 100644
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b/blog/announcing-new-website/index.html
index 70a570b2e4..8568eedb77 100644
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+ <meta property="article:modified_time" content="2025-11-11T23:20:57+01:00">
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<meta itemprop="description" content="We are thrilled about our new
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- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html
b/blog/apache-airflow-for-newcomers/index.html
index 523c8cc8ae..a1c9f1ac36 100644
--- a/blog/apache-airflow-for-newcomers/index.html
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-08-17T00:00:00+00:00">
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@@ -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
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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,
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,
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<meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index c1b6220431..96dfdfcde2 100644
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a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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<meta property="og:image" content="/images/feature-image.png">
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community!">
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index 6d26b0c451..aede16ba88 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="2025-11-11T18:27:10+01:00">
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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 4db3ddeb6b..421c0f9f04 100644
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a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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@@ -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">
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content="2019-12-20T00:00:00+00:00">
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@@ -48,7 +48,7 @@ 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.
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="2025-11-11T18:27:10+01:00">
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diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
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index 8c91933847..86360923d7 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
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@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
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content="2020-08-30T00:00:00+00:00">
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@@ -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
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Contribution Period The first thing I had to do was choose a project under an
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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
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<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 33b5ec7e09..b472eb4955 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 f756f6e9eb..380fbed1de 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 b20652603d..86b7a62b8b 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 f1838cf199..95de54b2d4 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 4bb081853d..c37b3c59e2 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 069b8c0cca..1a4e507e68 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
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 504a582ef0..7ed38775a6 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
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 546a615d27..c354c9fcee 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 06f2044b88..be5eaab8e2 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 0040d96999..247789cc7e 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="2025-09-25T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 65da842a3a..bf43a5b962 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 2c863ec26d..956ae229d8 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 ae4d557339..8ab356d151 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 5d1751fc2c..20fc6ba690 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 af5a115430..e72c1f75f1 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 f465f62077..e76afc6f13 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content=" Want to contribute? Join the Dev list
The Dev list is the preferred channel for announcements, proposals and votes.
Manage your subscription: ">
- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="wordCount" content="602">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/resources/index.html b/community/resources/index.html
index a2b15ebd28..7df2467385 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 d42255c988..919fb505dd 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 2e05662ea6..ce7b699c8b 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="wordCount" content="2015">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 37a47ecb5b..0c33fa1722 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index 2318e81fb8..6ecf5860d3 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index fa7b735c59..be690f9775 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 373d8cd5e6..286765df97 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 6a08932432..763c365738 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 2f324525a1..353b8c79c3 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
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<loc>/blog/airflow-2.3.0/</loc>
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<loc>/blog/airflow-two-point-oh-is-here/</loc>
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<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
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<loc>/blog/airflow-1.10.12/</loc>
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<loc>/blog/apache-airflow-for-newcomers/</loc>
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<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
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<loc>/blog/airflow-1.10.8-1.10.9/</loc>
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</url><url>
<loc>/blog/tags/documentation/</loc>
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</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
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<loc>/blog/airflow-survey/</loc>
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<loc>/blog/announcing-new-website/</loc>
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<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
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<loc>/blog/tags/development/</loc>
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</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
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<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
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</url><url>
<loc>/survey/</loc>
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</url><url>
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</url><url>
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</url><url>
<loc>/use-cases/adyen/</loc>
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</url><url>
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</url><url>
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</url><url>
<loc>/blog/</loc>
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</url><url>
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</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
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</url><url>
<loc>/community/</loc>
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</url><url>
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</url><url>
<loc>/ecosystem/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/meetups/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/search/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
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+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-11-11T18:27:10+01:00</lastmod>
+ <lastmod>2025-11-11T23:20:57+01:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index be030281ea..43f6f44666 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 d3010e8164..ef7fc1c381 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="2025-09-25T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 7fcc8da132..45656cd65c 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 566845dfeb..21cbf8bcbe 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 e00bed5d95..690be15ef0 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 e207cf1d05..8770e75d22 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 7ecf05aa27..cc687de7e1 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 6727a7e9eb..3de3c35eca 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 fa8d32051b..ca9cef211a 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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. You can find the code for this example here.">
- <meta itemprop="dateModified" content="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="wordCount" content="300">
<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 2fb7db6922..f4517ff8c8 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 9723d2d460..8c59bf62af 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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 0e08a12496..3f96fc71ca 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 164b990b9e..7e6c30d870 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 a252b78eb2..3eb0ee7a8b 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 9bd9e8bc9c..154471fdc6 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 0cd51c4c5b..a470d90224 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 7f2e1397ac..14577466ca 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 5f19a03da6..354f2dc579 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+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 703adb5289..da3c45097f 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="2025-11-11T18:27:10+01:00">
+ <meta property="article:modified_time" content="2025-11-11T23:20:57+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="2025-11-11T18:27:10+01:00">
+ <meta itemprop="dateModified" content="2025-11-11T23:20:57+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
