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new 0264a17038 Docs updated via
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commit 0264a17038081bc0aaa3775e65a50bc08d8d3d7c
Author: GitHub Actions <[email protected]>
AuthorDate: Sun Nov 23 21:00:09 2025 +0000
Docs updated via refs/heads/staging:9ebd0842c94f07f009d5b361d1a53b9fe441e599
---
announcements/index.html | 2 +-
blocktype/index.html | 2 +-
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blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
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76 files changed, 205 insertions(+), 202 deletions(-)
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index 34d75b4e04..4c5dc67c3a 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -55,7 +55,7 @@ This is the first official release of the airflowctl - new
tool to remotely inte
📦 PyPI: https://pypi.org/project/apache-airflow-ctl/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow-ctl/stable/index.html đź› Release
Notes: https://airflow.apache.org/docs/apache-airflow-ctl/stable/changelog.html
Thanks to all the contributors who made this possible.">
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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 fe638e53de..2f4577a9f0 100644
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content="2021-03-09T00:00:00+00:00">
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<meta property="article:tag" content="Survey">
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users as well as in an amount of active contributors. So listening and
understanding our community is of high importance.">
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b/blog/airflow-survey-2022/index.html
index a2a13404c4..6964493514 100644
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<meta property="og:type" content="article">
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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">
- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
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<meta itemprop="wordCount" content="3866">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community,Survey,Users">
diff --git a/blog/airflow-survey-2023/index.html
b/blog/airflow-survey-2023/index.html
index d41d4786b5..efd3f86424 100644
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content="2023-09-21T00:00:00+00:00">
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<meta itemprop="description" content="Airflow 2 has seen rapid adoption,
accompanied by continuous community growth. This annual survey helps us
understand how people use Airflow and where we can best focus our efforts as we
advance.">
<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
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diff --git a/blog/airflow-survey-2024/index.html
b/blog/airflow-survey-2024/index.html
index 80aa2c33b7..8a0b4bf5ac 100644
--- a/blog/airflow-survey-2024/index.html
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<meta property="og:type" content="article">
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content="2025-02-27T00:00:00+00:00">
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<meta itemprop="description" content="With more than 5,250 responses from
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annually, it offers valuable insights into Airflow usage and helps guide our
future efforts.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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index 53d05e97d8..d33a4e9e65 100644
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<meta property="og:type" content="article">
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<meta property="article:published_time"
content="2019-12-11T00:00:00+00:00">
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what they miss.">
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- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
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diff --git a/blog/airflow-three-point-oh-is-here/index.html
b/blog/airflow-three-point-oh-is-here/index.html
index 8cadb67dbe..9ea9c0fc27 100644
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content="2025-04-22T00:00:00+00:00">
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index c64cab54ce..5f80119ca7 100644
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<meta property="article:tag" content="Release">
<meta property="og:image" content="/images/feature-image.png">
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diff --git a/blog/airflow_summit_2021/index.html
b/blog/airflow_summit_2021/index.html
index e9cf072982..c0d2d96db4 100644
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<meta property="article:section" content="blog">
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content="2021-03-21T00:00:00+00:00">
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<meta itemprop="datePublished" content="2021-03-21T00:00:00+00:00">
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b/blog/airflow_summit_2022/index.html
index 2ac3e78e4e..a18e9b788b 100644
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content="2022-05-16T00:00:00+00:00">
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<meta property="og:image" content="/images/feature-image.png">
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diff --git a/blog/announcing-new-website/index.html
b/blog/announcing-new-website/index.html
index a0d715702b..8d2f6911ea 100644
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<meta property="og:type" content="article">
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<meta property="article:published_time"
content="2019-12-11T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="New Airflow website">
<meta itemprop="description" content="We are thrilled about our new
website!">
<meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
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diff --git a/blog/apache-airflow-for-newcomers/index.html
b/blog/apache-airflow-for-newcomers/index.html
index 6dbe50836f..d3934b1752 100644
--- a/blog/apache-airflow-for-newcomers/index.html
+++ b/blog/apache-airflow-for-newcomers/index.html
@@ -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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<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
<meta itemprop="description" content="Apache Airflow is a platform to
programmatically author, schedule, and monitor workflows. A workflow is a
sequence of tasks that processes a set of data. You can think of workflow as
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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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dependencies. If task B depends on the successful execution of another task A,
it means Airflow will run task A and only r [...]
<meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 5a1aa4a3b2..7f697f21e0 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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content="2019-11-22T00:00:00+00:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Documenting using local development
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<meta itemprop="description" content="The story behind documenting local
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
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diff --git
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index c66b0bd1b9..38b9fb3997 100644
---
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
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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
as my blog for the
<meta itemprop="description" content="I came across Google Season of Docs
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addiction. I was familiar with the Google Summer of Code but not with this
program. It turns out it was the inaugural phase. I read the details, and the
process felt a lot like GSoC except that this was about documentation.
About Me I have been writing tech articles on medium as well as my blog for
the past 1.5 years. Blogging helps me test my understanding of the concepts as
untangling the toughest of ideas in simple sentences requires a considerable
time investment.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
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diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
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index 8d124c0224..9698b0c66b 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="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html
b/blog/fab-oid-vulnerability/index.html
index 5c22ae1b39..ab4dcb0b81 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 2bbc709931..b99ecf23a2 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 9a61893daa..295aa34bef 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 80d948f652..5ec1e0522b 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 5b185357aa..ea0d61d786 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 dce6f963bf..ac989901c4 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index 274954feae..e8a626c30a 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index d05b10a53f..90c8e530c6 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/documentation/index.html
b/blog/tags/documentation/index.html
index f2f40dfc5c..bdb8040bc9 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index ec814c4348..f220b250dd 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 6346af13a4..9666fd7304 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index c4b5ce52c5..ed8a380e7b 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 67fcaeb8b4..9f7bb1800c 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.html
b/blog/tags/vulnerabilities/index.html
index 2b42e93d00..6ea2babe57 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index c2b9ede2ca..8668b2f5d4 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. Â ">
- <meta itemprop="dateModified" content="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index 5a878e80fe..a1be3bc98b 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 9981d9b409..f1efb209b9 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="31">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/docs/index.html b/docs/index.html
index 548b60b262..f80a9746f6 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="586">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 7a768e680a..98d663bbde 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="Â 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="2015">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 4e0b0a55a3..8537d990c0 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
@@ -1258,8 +1258,11 @@ View Raw Data
</div>
- <div style="margin-top: 1rem;">
- <a class="btn btn-primary" href="/blog/">Visit the Blog</a>
+ <div class="show-more-button">
+
+
+<button id="visit-blog-button" class="btn-filled bodytext__medium--white
">Visit the Blog</button>
+
</div>
</div>
diff --git a/meetups/index.html b/meetups/index.html
index cd724ea10e..7ba5626641 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index f69f1fe18e..ec26210558 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/roadmap/index.html b/roadmap/index.html
index a876fa1613..4f67e083b5 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index 507e06a7eb..e5aebc7173 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 82043fdd21..35316e5336 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
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<loc>/blog/airflow-survey-2020/</loc>
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+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
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<loc>/blog/apache-airflow-for-newcomers/</loc>
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<loc>/blog/tags/documentation/</loc>
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<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</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/documenting-using-local-development-environments/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
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</url><url>
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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>
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</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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+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
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<loc>/</loc>
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</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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</url><url>
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</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
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</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
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- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
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+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/use-cases/</loc>
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+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-11-24T00:35:22+05:30</lastmod>
+ <lastmod>2025-11-24T02:15:05+05:30</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 8d0ed2045c..ae50ab67b4 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="12">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.html b/tags/index.html
index ad30f9cb2f..84d7c16fc1 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 3e2c692116..3beea08b8c 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 3537091082..81fcb39a0b 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 dc84467682..eb80ba5d7c 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 6ed8abf5b5..805deaa782 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 96ddd14b29..495e3533ee 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 d7c146e3e8..64a1a04e00 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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<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="2025-11-24T00:35:22+05:30">
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<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 e51673aee4..dfcb1d8ff9 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<meta itemprop="wordCount" content="300">
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<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index f0fe93be67..3cb6754a36 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
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<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
<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 663e4df941..caad47e820 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="2025-11-24T00:35:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-24T02:15:05+05:30">
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diff --git a/use-cases/infrastructure-management/index.html
b/use-cases/infrastructure-management/index.html
index a894a7fa76..01f1c1c958 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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.">
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<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 d5d59e5c47..a0b07a25eb 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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 [...]
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<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index ce3d025590..a0926f2080 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="2025-11-24T00:35:22+05:30">
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<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.">
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<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 52b51b95c7..4dcea5cb58 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<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 [...]
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 3c3d8b9960..fbb95b30ce 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at
Seniorlink, we provide services, support, and technology that engages family
caregivers. One of our focuses is using data to bolster our knowledge and
improve the experience of our users. Like many looking to build an effective
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the
business, deploying these data services in AWS using a mixture of EMR, ECS,
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up
with one monolithic batch process with many smaller satellite jobs. Given the
scale and quantity of jobs, we began to lose transparency as to what was
happening. Additionally, many jobs were launched in a single EMR cluster and so
tightly coupled that a failure in o [...]
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 56b71f02cc..7f02da9034 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re
constantly training machine learning models that feed into the core of Sift’s
Digital Trust & Safety platform. The platform gives our customers a way to
discern suspicious online behavior from trustworthy behavior, allowing our
customers to protect their online transactions, maintain the integrity of their
content platforms, and keep their users’ accounts secure. To make this
possible, we’ve built model trai [...]
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 0d48c8eeba..4f80570754 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team
at Snapp, one of the largest and fastest-growing internet companies in the
Middle East, we have experienced significant growth over the past couple of
years, expanding from a team of 7 to a team of 60. However, with this growth
came the realization that some of our crucial tasks were being performed
manually. This manual approach consumed valuable time and hindered our ability
to execute these tasks efficiently.">
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index f6b181ce1c..d628cda045 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="2025-11-24T00:35:22+05:30">
+ <meta property="article:modified_time" content="2025-11-24T02:15:05+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="RancherBySUSE">
<meta itemprop="description" content="What was the problem? Our aim was to
build, package, test and distribute curated and trusted containers at scale in
an automated way. Those containers can be of any nature, meaning that we need a
solution that allows us to build any kind of software with any kind of building
tools like Maven, Rust, Java, Ant, or Go.
The construction of these containers requires the installation of several
libraries (which may even conflict) and the orchestration of complex workflows
with several integrations, executed either on a scheduled basis or triggered by
events from external systems.">
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<meta itemprop="keywords" content="Testimonial">
