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Posted to commits@airflow.apache.org by gi...@apache.org on 2026/04/15 21:14:24 UTC

(airflow-site) branch publish updated: Docs updated via refs/heads/main:d06ff9500c7dd0311d528c3b8857f6f47cb181c4

This is an automated email from the ASF dual-hosted git repository.

github-bot pushed a commit to branch publish
in repository https://gitbox.apache.org/repos/asf/airflow-site.git


The following commit(s) were added to refs/heads/publish by this push:
     new 07eb248a80 Docs updated via refs/heads/main:d06ff9500c7dd0311d528c3b8857f6f47cb181c4
07eb248a80 is described below

commit 07eb248a8017a91900ed29714ba11388ca2d63db
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Apr 15 21:14:18 2026 +0000

    Docs updated via refs/heads/main:d06ff9500c7dd0311d528c3b8857f6f47cb181c4
---
 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 +-
 blog/airflow-1.10.8-1.10.9/index.html              |   4 +-
 blog/airflow-2.10.0/index.html                     |   4 +-
 blog/airflow-2.2.0/index.html                      |   4 +-
 blog/airflow-2.3.0/index.html                      |   4 +-
 blog/airflow-2.4.0/index.html                      |   4 +-
 blog/airflow-2.5.0/index.html                      |   4 +-
 blog/airflow-2.6.0/index.html                      |   4 +-
 blog/airflow-2.7.0/index.html                      |   4 +-
 blog/airflow-2.8.0/index.html                      |   4 +-
 blog/airflow-2.9.0/index.html                      |   4 +-
 blog/airflow-3.1.0/index.html                      |   4 +-
 blog/airflow-3.2.0/index.html                      |   4 +-
 blog/airflow-registry/index.html                   |   4 +-
 blog/airflow-survey-2020/index.html                |   4 +-
 blog/airflow-survey-2022/index.html                |   4 +-
 blog/airflow-survey-2023/index.html                |   4 +-
 blog/airflow-survey-2024/index.html                |   4 +-
 blog/airflow-survey-2025/index.html                |   4 +-
 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
 blog/airflow-two-point-oh-is-here/index.html       |   4 +-
 blog/airflow_summit_2021/index.html                |   4 +-
 blog/airflow_summit_2022/index.html                |   4 +-
 blog/airflowctl-0.1.0/index.html                   |   4 +-
 blog/announcing-new-website/index.html             |   4 +-
 blog/apache-airflow-for-newcomers/index.html       |   4 +-
 .../index.html                                     |   4 +-
 blog/common-ai-provider/index.html                 |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 blog/fab-oid-vulnerability/index.html              |   4 +-
 .../index.html                                     |   4 +-
 blog/index.html                                    |   2 +-
 blog/index.xml                                     | 345 +++++++++------------
 blog/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/airflow-summit/index.html                |   2 +-
 blog/tags/airflow-summit/index.xml                 |   2 +-
 blog/tags/community/index.html                     |   2 +-
 blog/tags/community/index.xml                      |   2 +-
 blog/tags/development/index.html                   |   2 +-
 blog/tags/development/index.xml                    |   2 +-
 blog/tags/documentation/index.html                 |   2 +-
 blog/tags/documentation/index.xml                  |   2 +-
 blog/tags/release/index.html                       |   2 +-
 blog/tags/release/index.xml                        |   2 +-
 blog/tags/rest-api/index.html                      |   2 +-
 blog/tags/rest-api/index.xml                       |   2 +-
 blog/tags/survey/index.html                        |   2 +-
 blog/tags/survey/index.xml                         |   2 +-
 blog/tags/users/index.html                         |   2 +-
 blog/tags/users/index.xml                          |   2 +-
 blog/tags/vulnerabilities/index.html               |   2 +-
 blog/tags/vulnerabilities/index.xml                |   2 +-
 code-of-conduct/index.html                         |   2 +-
 community/index.html                               |   2 +-
 community/resources/index.html                     |   4 +-
 docs/index.html                                    |   2 +-
 ecosystem/index.html                               |   2 +-
 index.html                                         |   2 +-
 meetups/index.html                                 |   2 +-
 privacy-notice/index.html                          |   2 +-
 roadmap/index.html                                 |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 160 +++++-----
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
 use-cases/adobe/index.html                         |   4 +-
 use-cases/adyen/index.html                         |   4 +-
 use-cases/big-fish-games/index.html                |   4 +-
 use-cases/business_operations/index.html           |   4 +-
 use-cases/dish/index.html                          |   4 +-
 use-cases/etl_analytics/index.html                 |   4 +-
 use-cases/experity/index.html                      |   4 +-
 use-cases/index.html                               |   2 +-
 use-cases/infrastructure-management/index.html     |   4 +-
 use-cases/mlops/index.html                         |   4 +-
 use-cases/onefootball/index.html                   |   4 +-
 use-cases/plarium-krasnodar/index.html             |   4 +-
 use-cases/seniorlink/index.html                    |   4 +-
 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 92 files changed, 378 insertions(+), 417 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 1f5901f661..393b10d6ff 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -47,7 +47,7 @@ March 14, 2026 We’ve just released Apache Airflow 2.11.2 🎉
 📦 PyPI: https://pypi.org/project/apache-airflow/2.11.2/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/2.11.2/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/2.11.2/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:2.11.2” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-2.11.2
 March 11, 2026 We’ve just released Apache Airflow 3.1.8 🎉">
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index b1a5775106..36113a00f5 100644
--- a/blocktype/index.html
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index 4ec0dcc4ea..74abab4c41 100644
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index b208f279f7..aa40736a07 100644
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" content="2020-08-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows
   <meta itemprop="description" content="Apache Airflow is a platform to programmatically author, schedule, and monitor workflows. A workflow is a sequence of tasks that processes a set of data. You can think of workflow as the path that describes how tasks go from being undone to done. Scheduling, on the other hand, is the process of planning, controlling, and optimizing when a particular task should be done.
 Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows using python scripts. A Directed Acyclic Graph (DAG) represents a workflow in Airflow. It is a collection of tasks in a way that shows each task’s relationships and dependencies. You can have as many DAGs as you want, and Airflow will execute them according to the task’s relationships and dependencies. If task B depends on the successful execution of another task A, it means Airflow will run task A and only r [...]
   <meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="1070">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 495a45726e..1692118390 100644
--- a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -31,14 +31,14 @@
   <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="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights by Airflow Committers">
   <meta itemprop="description" content="Here come some thoughts by Airflow committers and contributors from the ApacheCon Europe 2019. Get to know the ASF community!">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="138">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/common-ai-provider/index.html b/blog/common-ai-provider/index.html
index 731fe05220..39d56d6f1c 100644
--- a/blog/common-ai-provider/index.html
+++ b/blog/common-ai-provider/index.html
@@ -31,7 +31,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" content="2026-04-14T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/blog/common-ai-provider/images/common-ai-provider.png">
@@ -39,7 +39,7 @@
   <meta itemprop="name" content="Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow">
   <meta itemprop="description" content="The Common AI Provider adds LLM and AI agent operators to Apache Airflow with 6 operators, 5 toolsets, and 20&#43; model providers in one package.">
   <meta itemprop="datePublished" content="2026-04-14T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="1477">
   <meta itemprop="image" content="/blog/common-ai-provider/images/common-ai-provider.png">
   <meta itemprop="keywords" content="Community,Release">
diff --git a/blog/documenting-using-local-development-environments/index.html b/blog/documenting-using-local-development-environments/index.html
index f2cd31a375..2b38574d8d 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -31,14 +31,14 @@
   <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="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Documenting using local development environment">
   <meta itemprop="description" content="The story behind documenting local development environment of Apache Airflow">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="256">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Development">
diff --git a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 085026e44a..5ab5b168a8 100644
--- a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well as my blog for the
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" content="2019-12-20T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Documentation">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well as my blog for the
   <meta itemprop="description" content="I came across Google Season of Docs (GSoD) almost by accident, thanks to my extensive HackerNews and Twitter addiction. I was familiar with the Google Summer of Code but not with this program. It turns out it was the inaugural phase. I read the details, and the process felt a lot like GSoC except that this was about documentation.
 About Me I have been writing tech articles on medium as well as my blog for the past 1.5 years. Blogging helps me test my understanding of the concepts as untangling the toughest of ideas in simple sentences requires a considerable time investment.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="1521">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Documentation">
diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index 980313ad6c..437f36100b 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -32,7 +32,7 @@ Contribution Period The first thing I had to do was choose a project under an or
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" content="2020-08-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a project under an or
   <meta itemprop="description" content="Outreachy is a program which organises three months paid internships with FOSS projects for people who are typically underrepresented in those projects.
 Contribution Period The first thing I had to do was choose a project under an organisation. After going through all the projects I chose “Extending the REST API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I thought it would be easier to get started with the contributions. The next step was to set up Airflow’s dev environment which thanks to Breeze, was a breeze. Since I had never contributed to FOSS before so this part was overwhelming but there were plenty  [...]
   <meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
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diff --git a/blog/fab-oid-vulnerability/index.html b/blog/fab-oid-vulnerability/index.html
index e3456abd00..776fc924b8 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -31,14 +31,14 @@
   <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="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+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 f311d260d8..33f2babcac 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -31,14 +31,14 @@
   <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="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+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&#39;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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="703">
   <meta itemprop="image" content="/images/feature-image.png">
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diff --git a/blog/index.html b/blog/index.html
index 01997cb681..37493a5d3b 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -34,7 +34,7 @@
 
   <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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/index.xml b/blog/index.xml
index 77e3f3e0fb..17c932c825 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -1,26 +1,23 @@
-
-
-&lt;?xml version="1.0" encoding="utf-8"?>
+<?xml version="1.0" encoding="utf-8"?>
 <feed xmlns="http://www.w3.org/2005/Atom">
   <title>Apache Airflow Blog</title>
-  <link href="/blog/" rel="alternate"/>
-<link href="/blog/index.xml" rel="self" type="application/atom+xml"/>
-<id>/blog/</id>
+  <link href="https://airflow.apache.org/blog/" rel="alternate"/>
+  <link href="https://airflow.apache.org/blog/index.xml" rel="self" type="application/atom+xml"/>
+  <id>https://airflow.apache.org/blog/</id>
 
 
-  <updated>2026-04-15T20:44:58Z</updated>
+  <updated>2026-04-15T22:11:46Z</updated>
 
 
   <entry>
     <title>Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow</title>
-    <link href="/blog/common-ai-provider/" rel="alternate"/>
-    <id>/blog/common-ai-provider/</id>
+    <link href="https://airflow.apache.org/blog/common-ai-provider/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/common-ai-provider/</id>
     <published>2026-04-14T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>At <a href="https://airflowsummit.org/sessions/2025/airflow-as-an-ai-agents-toolkit-unlocking-1000-integrations-with-mcp/">Airflow Summit 2025</a>, we previewed what native AI integration in Apache Airflow could look like. Today we&rsquo;re shipping it.</p>
+    </author><content type="html"><![CDATA[<p>At <a href="https://airflowsummit.org/sessions/2025/airflow-as-an-ai-agents-toolkit-unlocking-1000-integrations-with-mcp/">Airflow Summit 2025</a>, we previewed what native AI integration in Apache Airflow could look like. Today we&rsquo;re shipping it.</p>
 <p><strong><a href="https://pypi.org/project/apache-airflow-providers-common-ai/"><code>apache-airflow-providers-common-ai</code></a> 0.1.0</strong> adds LLM and agent capabilities directly to Airflow. Not a wrapper around another framework, but a provider package that plugs into the orchestrator you already run. It&rsquo;s built on <a href="https://ai.pydantic.dev/">Pydantic AI</a> and supports 20+ model providers (OpenAI, Anthropic, Google, Azure, Bedrock, Ollama, and more) through a s [...]
 <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">pip install <span class="s1">&#39;apache-airflow-providers-common-ai&#39;</span>
 </span></span></code></pre></div><p>Requires Apache Airflow 3.0+.</p>
@@ -322,14 +319,13 @@
   
   <entry>
     <title>Apache Airflow 3.2.0: Data-Aware Workflows at Scale</title>
-    <link href="/blog/airflow-3.2.0/" rel="alternate"/>
-    <id>/blog/airflow-3.2.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-3.2.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-3.2.0/</id>
     <published>2026-04-07T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>We&rsquo;re proud to announce the release of <strong>Apache Airflow 3.2.0</strong>! Airflow 3.1 puts humans at the center of automated workflows. 3.2 brings that same precision to data: Asset partitioning for granular pipeline orchestration, multi-team deployments for enterprise scale, synchronous deadline alert callbacks, and continued progress toward full Task SDK separation.</p>
+    </author><content type="html"><![CDATA[<p>We&rsquo;re proud to announce the release of <strong>Apache Airflow 3.2.0</strong>! Airflow 3.1 puts humans at the center of automated workflows. 3.2 brings that same precision to data: Asset partitioning for granular pipeline orchestration, multi-team deployments for enterprise scale, synchronous deadline alert callbacks, and continued progress toward full Task SDK separation.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/3.2.0/">https://pypi.org/project/apache-airflow/3.2.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/3.2.0/">https://airflow.apache.org/docs/apache-airflow/3.2.0/</a> <br>
@@ -536,14 +532,13 @@ export AIRFLOW__CORE__MULTI_TEAM=True
   
   <entry>
     <title>Introducing the Apache Airflow Registry</title>
-    <link href="/blog/airflow-registry/" rel="alternate"/>
-    <id>/blog/airflow-registry/</id>
+    <link href="https://airflow.apache.org/blog/airflow-registry/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-registry/</id>
     <published>2026-03-19T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Today we&rsquo;re launching the <strong><a href="https://airflow.apache.org/registry/">Apache Airflow Registry</a></strong> — a searchable catalog of every official Airflow provider and its modules, live at <a href="https://airflow.apache.org/registry/">airflow.apache.org/registry/</a>.</p>
+    </author><content type="html"><![CDATA[<p>Today we&rsquo;re launching the <strong><a href="https://airflow.apache.org/registry/">Apache Airflow Registry</a></strong> — a searchable catalog of every official Airflow provider and its modules, live at <a href="https://airflow.apache.org/registry/">airflow.apache.org/registry/</a>.</p>
 <p>Need an S3 operator? A Snowflake hook? An OpenAI sensor? The Registry helps you find, compare, and configure the right components for your data pipelines — without digging through docs or PyPI pages.</p>
 <p><img src="/blog/airflow-registry/images/registry-homepage.png" alt="Registry Homepage"></p>
 <h2 id="by-the-numbers">By the Numbers</h2>
@@ -618,14 +613,13 @@ export AIRFLOW__CORE__MULTI_TEAM=True
   
   <entry>
     <title>Airflow Survey 2025</title>
-    <link href="/blog/airflow-survey-2025/" rel="alternate"/>
-    <id>/blog/airflow-survey-2025/</id>
+    <link href="https://airflow.apache.org/blog/airflow-survey-2025/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-survey-2025/</id>
     <published>2026-01-22T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p><img src="/blog/airflow-survey-2025/images/Airflow-Survey-2025-Results.png" alt="Airflow Survey 2025" title="airflow_survey_2025"></p>
+    </author><content type="html"><![CDATA[<p><img src="/blog/airflow-survey-2025/images/Airflow-Survey-2025-Results.png" alt="Airflow Survey 2025" title="airflow_survey_2025"></p>
 <div style="display: flex; align-items: flex-start; gap: 0.75rem;">
   <a href="https://www.astronomer.io/" style="flex-shrink: 0;"><img src="images/astronomer-logo.svg" alt="Astronomer" width="40" height="40" /></a>
   <div>
@@ -640,14 +634,13 @@ export AIRFLOW__CORE__MULTI_TEAM=True
   
   <entry>
     <title>Apache Airflow CTL aka airflowctl 0.1.0</title>
-    <link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
-    <id>/blog/airflowctl-0.1.0/</id>
+    <link href="https://airflow.apache.org/blog/airflowctl-0.1.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflowctl-0.1.0/</id>
     <published>2025-10-15T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>We are thrilled to announce the first major release of <strong><code>airflowctl</code> 0.1.0</strong>, the new <strong>secure, API-driven command-line interface (CLI)</strong> for Apache Airflow — built under <a href="https://cwiki.apache.org/confluence/display/AIRFLOW/AIP-81&#43;Enhanced&#43;Security&#43;in&#43;CLI&#43;via&#43;Integration&#43;of&#43;API"><strong>AIP-81</strong></a>.</p>
+    </author><content type="html"><![CDATA[<p>We are thrilled to announce the first major release of <strong><code>airflowctl</code> 0.1.0</strong>, the new <strong>secure, API-driven command-line interface (CLI)</strong> for Apache Airflow — built under <a href="https://cwiki.apache.org/confluence/display/AIRFLOW/AIP-81&#43;Enhanced&#43;Security&#43;in&#43;CLI&#43;via&#43;Integration&#43;of&#43;API"><strong>AIP-81</strong></a>.</p>
 <p>This release marks CLI to join the general posture on communicating through API. Airflow CLI joins the modern era of secure, auditable, and remote-first operations.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 <strong>PyPI:</strong> <a href="https://pypi.org/project/apache-airflow-ctl/0.1.0/">https://pypi.org/project/apache-airflow-ctl/0.1.0/</a>  <br>
@@ -802,14 +795,13 @@ The secure CLI foundation lays the groundwork for Airflow’s next generation. A
   
   <entry>
     <title>Apache Airflow 3.1.0: Human-Centered Workflows</title>
-    <link href="/blog/airflow-3.1.0/" rel="alternate"/>
-    <id>/blog/airflow-3.1.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-3.1.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-3.1.0/</id>
     <published>2025-09-25T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>We are thrilled to announce the release of <strong>Apache Airflow 3.1.0</strong>, an update that puts humans at the center of data
+    </author><content type="html"><![CDATA[<p>We are thrilled to announce the release of <strong>Apache Airflow 3.1.0</strong>, an update that puts humans at the center of data
 workflows. This release introduces powerful new capabilities for human decision-making in automated
 processes, comprehensive internationalization support, and significant developer experience improvements.</p>
 <p><strong>Details</strong>:</p>
@@ -987,14 +979,13 @@ human-centered. We can&rsquo;t wait to see what you build with it!</p>
   
   <entry>
     <title>Apache Airflow® 3 is Generally Available!</title>
-    <link href="/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
-    <id>/blog/airflow-three-point-oh-is-here/</id>
+    <link href="https://airflow.apache.org/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-three-point-oh-is-here/</id>
     <published>2025-04-22T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>We announced our intent to focus on Apache Airflow 3.0® as the next big milestone for the Airflow project at the Airflow Summit in September 2024. We are delighted to announce that Airflow 3.0 is now released!</p>
+    </author><content type="html"><![CDATA[<p>We announced our intent to focus on Apache Airflow 3.0® as the next big milestone for the Airflow project at the Airflow Summit in September 2024. We are delighted to announce that Airflow 3.0 is now released!</p>
 <h2 id="a-major-release-four-years-in-the-making">A Major Release, Four Years in the Making</h2>
 <p>Airflow 3.0 is the biggest release in Airflow’s history—2.0 was released in 2020, and the last 4 years have seen incremental updates and releases every quarter with version 2.10 released in Q4 2024. With over 30 million monthly downloads (up over 30x since 2020) and 80,000 organizations (up from 25,000 in 2020) now using Airflow, we’ve seen an incredible growth in popularity since 2.0.</p>
 <p>Over the last four years, Airflow has grown to power business critical data workflows within organizations of all sizes. We have seen an exponential increase in the use cases for Airflow from its beginnings with ETL, ELT, and Reverse ETL, with over 30% of Airflow users using it for MLOps, and 10% using it for GenAI workflows. Airflow 3 is a response to this use case expansion and is the standard for data application development across the enterprise.</p>
@@ -1393,14 +1384,13 @@ Let’s build the future of data orchestration—together.</p>
   
   <entry>
     <title>Airflow Survey 2024</title>
-    <link href="/blog/airflow-survey-2024/" rel="alternate"/>
-    <id>/blog/airflow-survey-2024/</id>
+    <link href="https://airflow.apache.org/blog/airflow-survey-2024/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-survey-2024/</id>
     <published>2025-02-27T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p><img src="/blog/airflow-survey-2024/images/Airflow-Survey-2024-Results-v2.png" alt="Airflow Survey 2024" title="airflow_survey_2024"></p>
+    </author><content type="html"><![CDATA[<p><img src="/blog/airflow-survey-2024/images/Airflow-Survey-2024-Results-v2.png" alt="Airflow Survey 2024" title="airflow_survey_2024"></p>
 <div style="display: flex; align-items: flex-start; gap: 0.75rem;">
   <a href="https://www.astronomer.io/" style="flex-shrink: 0;"><img src="images/astronomer-logo.svg" alt="Astronomer" width="40" height="40" /></a>
   <div>
@@ -1415,14 +1405,13 @@ Let’s build the future of data orchestration—together.</p>
   
   <entry>
     <title>Apache Airflow 2.10.0 is here</title>
-    <link href="/blog/airflow-2.10.0/" rel="alternate"/>
-    <id>/blog/airflow-2.10.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.10.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.10.0/</id>
     <published>2024-08-08T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I&rsquo;m happy to announce that Apache Airflow 2.10.0 is now available, bringing an array of noteworthy enhancements and new features that will greatly serve our community.</p>
+    </author><content type="html"><![CDATA[<p>I&rsquo;m happy to announce that Apache Airflow 2.10.0 is now available, bringing an array of noteworthy enhancements and new features that will greatly serve our community.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.10.0/">https://pypi.org/project/apache-airflow/2.10.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/2.10.0/">https://airflow.apache.org/docs/apache-airflow/2.10.0/</a> <br>
@@ -1539,14 +1528,13 @@ executor = &#39;LocalExecutor,KubernetesExecutor,my.custom.module.ExecutorClass:
   
   <entry>
     <title>Apache Airflow 2.9.0: Dataset and UI Improvements</title>
-    <link href="/blog/airflow-2.9.0/" rel="alternate"/>
-    <id>/blog/airflow-2.9.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.9.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.9.0/</id>
     <published>2024-04-08T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I’m happy to announce that Apache Airflow 2.9.0 has been released! This time around we have new features for data-aware scheduling and a bunch of UI-related improvements.</p>
+    </author><content type="html"><![CDATA[<p>I’m happy to announce that Apache Airflow 2.9.0 has been released! This time around we have new features for data-aware scheduling and a bunch of UI-related improvements.</p>
 <p>Apache Airflow 2.9.0 contains over 550 commits, which include 38 new features, 70 improvements, 31 bug fixes, and 18 documentation changes.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.9.0/">https://pypi.org/project/apache-airflow/2.9.0/</a> <br>
@@ -1661,14 +1649,13 @@ xcom_objectstorage_compression = gzip
   
   <entry>
     <title>Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder</title>
-    <link href="/blog/fab-oid-vulnerability/" rel="alternate"/>
-    <id>/blog/fab-oid-vulnerability/</id>
+    <link href="https://airflow.apache.org/blog/fab-oid-vulnerability/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/fab-oid-vulnerability/</id>
     <published>2024-02-26T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h1 id="vulnerability-in-long-deprecated-openid-authentication-method-in-flask-appbuilder">Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder</h1>
+    </author><content type="html"><![CDATA[<h1 id="vulnerability-in-long-deprecated-openid-authentication-method-in-flask-appbuilder">Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder</h1>
 <p>Recently <a href="https://www.linkedin.com/in/islam-rzayev">Islam Rzayev</a> made us aware of a vulnerability in the
 long deprecated OpenID authentication method in Flask AppBuilder. This vulnerability allowed a malicious user
 to take over the identity of any Airflow UI user by forging a specially crafted request and implementing
@@ -1748,14 +1735,13 @@ where Flask AppBuilder is also used.</p>
   
   <entry>
     <title>Apache Airflow 2.8.0 is here</title>
-    <link href="/blog/airflow-2.8.0/" rel="alternate"/>
-    <id>/blog/airflow-2.8.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.8.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.8.0/</id>
     <published>2023-12-15T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I am thrilled to announce the release of Apache Airflow 2.8.0, featuring a host of significant enhancements and new features that will greatly benefit our community.</p>
+    </author><content type="html"><![CDATA[<p>I am thrilled to announce the release of Apache Airflow 2.8.0, featuring a host of significant enhancements and new features that will greatly benefit our community.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.8.0/">https://pypi.org/project/apache-airflow/2.8.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/2.8.0/">https://airflow.apache.org/docs/apache-airflow/2.8.0/</a> <br>
@@ -1829,14 +1815,13 @@ We care for your security, and &ldquo;secure by default&rdquo; is one of the thi
   
   <entry>
     <title>Airflow Survey 2023</title>
-    <link href="/blog/airflow-survey-2023/" rel="alternate"/>
-    <id>/blog/airflow-survey-2023/</id>
+    <link href="https://airflow.apache.org/blog/airflow-survey-2023/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-survey-2023/</id>
     <published>2023-09-21T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p><img src="/blog/airflow-survey-2023/images/Astronomer_Demographics.png" alt="Demographics" title="airflow_usage">
+    </author><content type="html"><![CDATA[<p><img src="/blog/airflow-survey-2023/images/Astronomer_Demographics.png" alt="Demographics" title="airflow_usage">
 <img src="/blog/airflow-survey-2023/images/Astronomer_Community_and_Contribution.png" alt="Community and Contribution" title="community_and_contributions">
 <img src="/blog/airflow-survey-2023/images/Airflow-Survey-2023-Results--Airflow-Usage-Page-1-Revised.png" alt="Airflow Usage Page 1">
 <img src="/blog/airflow-survey-2023/images/Astronomer-Airflow-Survey-2023-Results-Airflow-Usage-Page-2-Landscape.png" alt="Airflow Usage Page 2">
@@ -1848,14 +1833,13 @@ We care for your security, and &ldquo;secure by default&rdquo; is one of the thi
   
   <entry>
     <title>Apache Airflow 2.7.0 is here</title>
-    <link href="/blog/airflow-2.7.0/" rel="alternate"/>
-    <id>/blog/airflow-2.7.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.7.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.7.0/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I’m happy to announce that Apache Airflow 2.7.0 has been released! Some notable features have been added that we are excited for the community to use.</p>
+    </author><content type="html"><![CDATA[<p>I’m happy to announce that Apache Airflow 2.7.0 has been released! Some notable features have been added that we are excited for the community to use.</p>
 <p>Apache Airflow 2.7.0 contains over 500 commits, which include 40 new features, 49 improvements, 53 bug fixes, and 15 documentation changes.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.7.0/">https://pypi.org/project/apache-airflow/2.7.0/</a> <br>
@@ -1911,14 +1895,13 @@ The following providers have been moved and require certain minimum providers ve
   
   <entry>
     <title>Introducing Setup and Teardown tasks</title>
-    <link href="/blog/introducing_setup_teardown/" rel="alternate"/>
-    <id>/blog/introducing_setup_teardown/</id>
+    <link href="https://airflow.apache.org/blog/introducing_setup_teardown/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/introducing_setup_teardown/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>In data pipelines, commonly we need to create infrastructure resources, like a cluster or GPU nodes in an existing cluster, before doing the actual “work” and delete them after the work is done. Airflow 2.7 adds “setup” and “teardown” tasks to better support this type of pipeline. This blog post aims to highlight the key features so you know what’s possible. For full documentation on how to use setup and teardown tasks, see the <a href="https://air [...]
+    </author><content type="html"><![CDATA[<p>In data pipelines, commonly we need to create infrastructure resources, like a cluster or GPU nodes in an existing cluster, before doing the actual “work” and delete them after the work is done. Airflow 2.7 adds “setup” and “teardown” tasks to better support this type of pipeline. This blog post aims to highlight the key features so you know what’s possible. For full documentation on how to use setup and teardown tasks, see the <a href="https [...]
 <h2 id="why-setup-and-teardown">Why setup and teardown?</h2>
 <p>Before we dig into examples, let me state at high level what setup and teardown bring to the table.</p>
 <h3 id="more-expressive-dependencies">More expressive dependencies</h3>
@@ -1960,14 +1943,13 @@ The following providers have been moved and require certain minimum providers ve
   
   <entry>
     <title>what&#39;s new in Apache Airflow 2.6.0</title>
-    <link href="/blog/airflow-2.6.0/" rel="alternate"/>
-    <id>/blog/airflow-2.6.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.6.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.6.0/</id>
     <published>2023-04-30T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I am excited to announce that Apache Airflow 2.6.0 has been released, bringing many minor features and improvements to the community.</p>
+    </author><content type="html"><![CDATA[<p>I am excited to announce that Apache Airflow 2.6.0 has been released, bringing many minor features and improvements to the community.</p>
 <p>Apache Airflow 2.6.0 contains over 500 commits, which include 42 new features, 58 improvements, 38 bug fixes, and 17 documentation changes.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.6.0/">https://pypi.org/project/apache-airflow/2.6.0/</a> <br>
@@ -2020,14 +2002,13 @@ The following providers have been moved and require certain minimum providers ve
   
   <entry>
     <title>Apache Airflow 2.5.0: Tick-Tock</title>
-    <link href="/blog/airflow-2.5.0/" rel="alternate"/>
-    <id>/blog/airflow-2.5.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.5.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.5.0/</id>
     <published>2022-12-02T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Apache Airflow 2.5 has just been released, barely two and a half months after 2.4!</p>
+    </author><content type="html"><![CDATA[<p>Apache Airflow 2.5 has just been released, barely two and a half months after 2.4!</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.5.0/">https://pypi.org/project/apache-airflow/2.5.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/2.5.0/">https://airflow.apache.org/docs/apache-airflow/2.5.0/</a> <br>
@@ -2056,14 +2037,13 @@ c. Everything runs in one process, so you can put a breakpoint in your IDE, and
   
   <entry>
     <title>Apache Airflow 2.4.0: That Data Aware Release</title>
-    <link href="/blog/airflow-2.4.0/" rel="alternate"/>
-    <id>/blog/airflow-2.4.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.4.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.4.0/</id>
     <published>2022-09-19T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Apache Airflow 2.4.0 contains over 650 &ldquo;user-facing&rdquo; commits (excluding commits to providers or chart) and over 870 total. That includes 46 new features, 39 improvements, 52 bug fixes, and several documentation changes.</p>
+    </author><content type="html"><![CDATA[<p>Apache Airflow 2.4.0 contains over 650 &ldquo;user-facing&rdquo; commits (excluding commits to providers or chart) and over 870 total. That includes 46 new features, 39 improvements, 52 bug fixes, and several documentation changes.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.4.0/">https://pypi.org/project/apache-airflow/2.4.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/2.4.0/">https://airflow.apache.org/docs/apache-airflow/2.4.0/</a> <br>
@@ -2161,14 +2141,13 @@ c. Everything runs in one process, so you can put a breakpoint in your IDE, and
   
   <entry>
     <title>Airflow Survey 2022</title>
-    <link href="/blog/airflow-survey-2022/" rel="alternate"/>
-    <id>/blog/airflow-survey-2022/</id>
+    <link href="https://airflow.apache.org/blog/airflow-survey-2022/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-survey-2022/</id>
     <published>2022-06-17T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h1 id="airflow-user-survey-2022">Airflow User Survey 2022</h1>
+    </author><content type="html"><![CDATA[<h1 id="airflow-user-survey-2022">Airflow User Survey 2022</h1>
 <p>This year’s survey has come and gone, and with it we’ve got a new batch of data for everyone! We collected 210 responses over two weeks. We continue to see growth in both contributions and downloads over the last two years, and expect that trend will continue through 2022.</p>
 <p>The raw response data will be made available here soon, in the meantime, feel free to email <a href="mailto:john.thomas@astronomer.io">john.thomas@astronomer.io</a> for a copy.</p>
 <h2 id="tldr">TL;DR</h2>
@@ -3852,14 +3831,13 @@ c. Everything runs in one process, so you can put a breakpoint in your IDE, and
   
   <entry>
     <title>Airflow Summit 2022</title>
-    <link href="/blog/airflow_summit_2022/" rel="alternate"/>
-    <id>/blog/airflow_summit_2022/</id>
+    <link href="https://airflow.apache.org/blog/airflow_summit_2022/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow_summit_2022/</id>
     <published>2022-05-16T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>The biggest Airflow Event of the Year returns May 23–27! Airflow Summit 2022 will bring together the global
+    </author><content type="html"><![CDATA[<p>The biggest Airflow Event of the Year returns May 23–27! Airflow Summit 2022 will bring together the global
 community of Apache Airflow practitioners and data leaders.</p>
 <h3 id="whats-on-the-agenda">What’s on the Agenda</h3>
 <p>During the free conference, you will hear about Apache Airflow best practices, trends in building data
@@ -3877,14 +3855,13 @@ communities to watch the event and network.</p>
   
   <entry>
     <title>Apache Airflow 2.3.0 is here</title>
-    <link href="/blog/airflow-2.3.0/" rel="alternate"/>
-    <id>/blog/airflow-2.3.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.3.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.3.0/</id>
     <published>2022-04-30T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Apache Airflow 2.3.0 contains over 700 commits since 2.2.0 and includes 50 new features, 99 improvements, 85 bug fixes, and several doc changes.</p>
+    </author><content type="html"><![CDATA[<p>Apache Airflow 2.3.0 contains over 700 commits since 2.2.0 and includes 50 new features, 99 improvements, 85 bug fixes, and several doc changes.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.3.0/">https://pypi.org/project/apache-airflow/2.3.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/2.3.0/">https://airflow.apache.org/docs/apache-airflow/2.3.0/</a> <br>
@@ -3979,14 +3956,13 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
   
   <entry>
     <title>What&#39;s new in Apache Airflow 2.2.0</title>
-    <link href="/blog/airflow-2.2.0/" rel="alternate"/>
-    <id>/blog/airflow-2.2.0/</id>
+    <link href="https://airflow.apache.org/blog/airflow-2.2.0/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-2.2.0/</id>
     <published>2021-10-11T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I’m proud to announce that Apache Airflow 2.2.0 has been released. It contains over 600 commits since 2.1.4 and includes 30 new features, 84 improvements, 85 bug fixes, and many internal and doc changes.</p>
+    </author><content type="html"><![CDATA[<p>I’m proud to announce that Apache Airflow 2.2.0 has been released. It contains over 600 commits since 2.1.4 and includes 30 new features, 84 improvements, 85 bug fixes, and many internal and doc changes.</p>
 <p><strong>Details</strong>:</p>
 <p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/2.2.0/">https://pypi.org/project/apache-airflow/2.2.0/</a> <br>
 📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/2.2.0/">https://airflow.apache.org/docs/apache-airflow/2.2.0/</a> <br>
@@ -4035,14 +4011,13 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
   
   <entry>
     <title>Airflow Summit 2021</title>
-    <link href="/blog/airflow_summit_2021/" rel="alternate"/>
-    <id>/blog/airflow_summit_2021/</id>
+    <link href="https://airflow.apache.org/blog/airflow_summit_2021/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow_summit_2021/</id>
     <published>2021-03-21T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h2 id="airflow-summit-2021-is-here">Airflow Summit 2021 is here!</h2>
+    </author><content type="html"><![CDATA[<h2 id="airflow-summit-2021-is-here">Airflow Summit 2021 is here!</h2>
 <p>The summit will be held online, July 8-16, 2021. Join us from all over the world to find
 out how Airflow is being used by leading companies, what is its roadmap and how you can
 participate in its development.</p>
@@ -4057,14 +4032,13 @@ participate in its development.</p>
   
   <entry>
     <title>Airflow Survey 2020</title>
-    <link href="/blog/airflow-survey-2020/" rel="alternate"/>
-    <id>/blog/airflow-survey-2020/</id>
+    <link href="https://airflow.apache.org/blog/airflow-survey-2020/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-survey-2020/</id>
     <published>2021-03-09T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h1 id="apache-airflow-survey-2020">Apache Airflow Survey 2020</h1>
+    </author><content type="html"><![CDATA[<h1 id="apache-airflow-survey-2020">Apache Airflow Survey 2020</h1>
 <p>World of data processing tools is growing steadily. Apache Airflow seems to be already considered as
 crucial component of this complex ecosystem. We observe steady growth in number of users as well as in
 an amount of active contributors. So listening and understanding our community is of high importance.</p>
@@ -5382,14 +5356,13 @@ to share their experience and tools.</p>
   
   <entry>
     <title>Apache Airflow 2.0 is here!</title>
-    <link href="/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
-    <id>/blog/airflow-two-point-oh-is-here/</id>
+    <link href="https://airflow.apache.org/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-two-point-oh-is-here/</id>
     <published>2020-12-17T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I am proud to announce that Apache Airflow 2.0.0 has been released.</p>
+    </author><content type="html"><![CDATA[<p>I am proud to announce that Apache Airflow 2.0.0 has been released.</p>
 <p>The full changelog is about 3,000 lines long (already excluding everything backported to 1.10), so for now I&rsquo;ll simply share some of the major features in 2.0.0 compared to 1.10.14:</p>
 <h2 id="a-new-way-of-writing-dags-the-taskflow-api-aip-31">A new way of writing dags: the TaskFlow API (AIP-31)</h2>
 <p>(Known in 2.0.0alphas as Functional DAGs.)</p>
@@ -5476,14 +5449,13 @@ Docs on <a href="http://airflow.apache.org/docs/apache-airflow-providers/package
   
   <entry>
     <title>Journey with Airflow as an Outreachy Intern</title>
-    <link href="/blog/experience-with-airflow-as-an-outreachy-intern/" rel="alternate"/>
-    <id>/blog/experience-with-airflow-as-an-outreachy-intern/</id>
+    <link href="https://airflow.apache.org/blog/experience-with-airflow-as-an-outreachy-intern/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/experience-with-airflow-as-an-outreachy-intern/</id>
     <published>2020-08-30T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p><a href="https://www.outreachy.org/">Outreachy</a> is a program which organises three months paid internships with FOSS
+    </author><content type="html"><![CDATA[<p><a href="https://www.outreachy.org/">Outreachy</a> is a program which organises three months paid internships with FOSS
 projects for people who are typically underrepresented in those projects.</p>
 <h3 id="contribution-period">Contribution Period</h3>
 <p>The first thing I had to do was choose a project under an organisation. After going through all the projects
@@ -5537,14 +5509,13 @@ community that has been made my summer, one to remember.</p>
   
   <entry>
     <title>Apache Airflow 1.10.12</title>
-    <link href="/blog/airflow-1.10.12/" rel="alternate"/>
-    <id>/blog/airflow-1.10.12/</id>
+    <link href="https://airflow.apache.org/blog/airflow-1.10.12/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-1.10.12/</id>
     <published>2020-08-25T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Airflow 1.10.12 contains 113 commits since 1.10.11 and includes 5 new features, 23 improvements, 23 bug fixes,
+    </author><content type="html"><![CDATA[<p>Airflow 1.10.12 contains 113 commits since 1.10.11 and includes 5 new features, 23 improvements, 23 bug fixes,
 and several doc changes.</p>
 <p><strong>Details</strong>:</p>
 <ul>
@@ -5658,14 +5629,13 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu, dewaldabrie, pulsar314, retornam,
   
   <entry>
     <title>Apache Airflow For Newcomers</title>
-    <link href="/blog/apache-airflow-for-newcomers/" rel="alternate"/>
-    <id>/blog/apache-airflow-for-newcomers/</id>
+    <link href="https://airflow.apache.org/blog/apache-airflow-for-newcomers/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/apache-airflow-for-newcomers/</id>
     <published>2020-08-17T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Apache Airflow is a platform to programmatically author, schedule, and monitor workflows.
+    </author><content type="html"><![CDATA[<p>Apache Airflow is a platform to programmatically author, schedule, and monitor workflows.
 A workflow is a sequence of tasks that processes a set of data. You can think of workflow as the
 path that describes how tasks go from being undone to done. Scheduling, on the other hand, is the
 process of planning, controlling, and optimizing when a particular task should be done.</p>
@@ -5771,14 +5741,13 @@ and <a href="https://github.com/turbaszek">Tomek</a> for all their support. I&rs
   
   <entry>
     <title>Implementing Stable API for Apache Airflow</title>
-    <link href="/blog/implementing-stable-api-for-apache-airflow/" rel="alternate"/>
-    <id>/blog/implementing-stable-api-for-apache-airflow/</id>
+    <link href="https://airflow.apache.org/blog/implementing-stable-api-for-apache-airflow/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/implementing-stable-api-for-apache-airflow/</id>
     <published>2020-07-19T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>My <a href="https://outreachy.org">Outreachy internship</a> is coming to its ends which is also the best time to look back and
+    </author><content type="html"><![CDATA[<p>My <a href="https://outreachy.org">Outreachy internship</a> is coming to its ends which is also the best time to look back and
 reflect on the progress so far.</p>
 <p>The goal of my project is to Extend and Improve the Apache Airflow REST API. In this post,
 I will be sharing my progress so far.</p>
@@ -5857,14 +5826,13 @@ wonderful reviews. I&rsquo;m grateful.</p>
   
   <entry>
     <title>Apache Airflow 1.10.10</title>
-    <link href="/blog/airflow-1.10.10/" rel="alternate"/>
-    <id>/blog/airflow-1.10.10/</id>
+    <link href="https://airflow.apache.org/blog/airflow-1.10.10/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-1.10.10/</id>
     <published>2020-04-09T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Airflow 1.10.10 contains 199 commits since 1.10.9 and includes 11 new features, 43 improvements, 44 bug fixes, and several doc changes.</p>
+    </author><content type="html"><![CDATA[<p>Airflow 1.10.10 contains 199 commits since 1.10.9 and includes 11 new features, 43 improvements, 44 bug fixes, and several doc changes.</p>
 <p><strong>Details</strong>:</p>
 <ul>
 <li><strong>PyPI</strong>: <a href="https://pypi.org/project/apache-airflow/1.10.10/">https://pypi.org/project/apache-airflow/1.10.10/</a></li>
@@ -6000,14 +5968,13 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have been in progress in anoth
   
   <entry>
     <title>Apache Airflow 1.10.8 &amp; 1.10.9</title>
-    <link href="/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
-    <id>/blog/airflow-1.10.8-1.10.9/</id>
+    <link href="https://airflow.apache.org/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-1.10.8-1.10.9/</id>
     <published>2020-02-23T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Airflow 1.10.8 contains 160 commits since 1.10.7 and includes 4 new features, 42 improvements, 36 bug fixes, and several doc changes.</p>
+    </author><content type="html"><![CDATA[<p>Airflow 1.10.8 contains 160 commits since 1.10.7 and includes 4 new features, 42 improvements, 36 bug fixes, and several doc changes.</p>
 <p>We released 1.10.9 on the same day as one of the Flask dependencies (Werkzeug) released 1.0 which broke Airflow 1.10.8.</p>
 <p><strong>Details</strong>:</p>
 <ul>
@@ -6055,14 +6022,13 @@ for 1.10.* series but would no longer be available from Airflow 2.0</p>
   
   <entry>
     <title>Experience in Google Season of Docs 2019 with Apache Airflow</title>
-    <link href="/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" rel="alternate"/>
-    <id>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
+    <link href="https://airflow.apache.org/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
     <published>2019-12-20T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>I came across <a href="https://developers.google.com/season-of-docs">Google Season of Docs</a> (GSoD) almost by accident, thanks to my extensive HackerNews and Twitter addiction.  I was familiar with the Google Summer of Code but not with this program.
+    </author><content type="html"><![CDATA[<p>I came across <a href="https://developers.google.com/season-of-docs">Google Season of Docs</a> (GSoD) almost by accident, thanks to my extensive HackerNews and Twitter addiction.  I was familiar with the Google Summer of Code but not with this program.
 It turns out it was the inaugural phase. I read the details, and the process felt a lot like GSoC except that this was about documentation.</p>
 <h2 id="about-me">About Me</h2>
 <p>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.</p>
@@ -6153,14 +6119,13 @@ After a lot of trial and error, we arrived at a version with which both of us co
   
   <entry>
     <title>Airflow Survey 2019</title>
-    <link href="/blog/airflow-survey/" rel="alternate"/>
-    <id>/blog/airflow-survey/</id>
+    <link href="https://airflow.apache.org/blog/airflow-survey/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/airflow-survey/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h1 id="apache-airflow-survey-2019">Apache Airflow Survey 2019</h1>
+    </author><content type="html"><![CDATA[<h1 id="apache-airflow-survey-2019">Apache Airflow Survey 2019</h1>
 <p>Apache Airflow is <a href="https://www.astronomer.io/blog/why-airflow/">growing faster than ever</a>.
 Thus, receiving and adjusting to our users’ feedback is a must. We created
 <a href="https://forms.gle/XAzR1pQBZiftvPQM7">survey</a> and we got <strong>308</strong> responses.
@@ -6956,14 +6921,13 @@ declare DAGs.</p>
   
   <entry>
     <title>New Airflow website</title>
-    <link href="/blog/announcing-new-website/" rel="alternate"/>
-    <id>/blog/announcing-new-website/</id>
+    <link href="https://airflow.apache.org/blog/announcing-new-website/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/announcing-new-website/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>The brand <a href="https://airflow.apache.org/">new Airflow website</a> has arrived! Those who have been following the process know that the journey to update <a href="https://airflow.readthedocs.io/en/1.10.6/">the old Airflow website</a> started at the beginning of the year.
+    </author><content type="html"><![CDATA[<p>The brand <a href="https://airflow.apache.org/">new Airflow website</a> has arrived! Those who have been following the process know that the journey to update <a href="https://airflow.readthedocs.io/en/1.10.6/">the old Airflow website</a> started at the beginning of the year.
 Thanks to sponsorship from the Cloud Composer team at Google that allowed us to
 collaborate with <code>Polidea</code> and with their design studio <code>Utilo</code>, and deliver an awesome website.</p>
 <p>Documentation of open source projects is key to engaging new contributors in the maintenance,
@@ -6988,14 +6952,13 @@ and that its improved accessibility increases adoption and use of Apache Airflow
   
   <entry>
     <title>ApacheCon Europe 2019 — Thoughts and Insights by Airflow Committers</title>
-    <link href="/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/" rel="alternate"/>
-    <id>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
+    <link href="https://airflow.apache.org/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<p>Is it possible to create an organization that delivers tens of projects used by millions, nearly no one is paid for doing their job, and still, it has been fruitfully carrying on for more than 20 years? Apache Software Foundation proves it is possible. For the last two decades, ASF has been crafting a model called the Apache Way—a way of organizing and leading tech open source projects. Due to this approach, which is strongly based on the “communit [...]
+    </author><content type="html"><![CDATA[<p>Is it possible to create an organization that delivers tens of projects used by millions, nearly no one is paid for doing their job, and still, it has been fruitfully carrying on for more than 20 years? Apache Software Foundation proves it is possible. For the last two decades, ASF has been crafting a model called the Apache Way—a way of organizing and leading tech open source projects. Due to this approach, which is strongly based on the “co [...]
 <p>After this year’s ApacheCon, Polidea’s engineers talked with Committers of Apache projects, such as—Aizhamal Nurmamat kyzy, Felix Uellendall, and Fokko Driesprong—about insights to what makes the ASF such an amazing organization.</p>
 <p>You can read the <a href="https://higrys.medium.com/apachecon-europe-2019-thoughts-and-insights-by-airflow-committers-9ff5f6938c99">insights after the ApacheCon 2019</a>.</p>
 ]]></content>
@@ -7003,14 +6966,13 @@ and that its improved accessibility increases adoption and use of Apache Airflow
   
   <entry>
     <title>Documenting using local development environment</title>
-    <link href="/blog/documenting-using-local-development-environments/" rel="alternate"/>
-    <id>/blog/documenting-using-local-development-environments/</id>
+    <link href="https://airflow.apache.org/blog/documenting-using-local-development-environments/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/documenting-using-local-development-environments/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h2 id="documenting-local-development-environment-of-apache-airflow">Documenting local development environment of Apache Airflow</h2>
+    </author><content type="html"><![CDATA[<h2 id="documenting-local-development-environment-of-apache-airflow">Documenting local development environment of Apache Airflow</h2>
 <p>From Sept to November 2019 I have been participating in a wonderful initiative, <a href="https://developers.google.com/season-of-docs">Google Season of Docs</a>.</p>
 <p>I had a pleasure to contribute to the Apache Airflow open source project as a technical writer.
 My initial assignment was an extension to the GitHub-based Contribution guide.</p>
@@ -7042,14 +7004,13 @@ a team for 3 months.</p>
   
   <entry>
     <title>It&#39;s a &#34;Breeze&#34; to develop Apache Airflow</title>
-    <link href="/blog/its-a-breeze-to-develop-apache-airflow/" rel="alternate"/>
-    <id>/blog/its-a-breeze-to-develop-apache-airflow/</id>
+    <link href="https://airflow.apache.org/blog/its-a-breeze-to-develop-apache-airflow/" rel="alternate"/>
+    <id>https://airflow.apache.org/blog/its-a-breeze-to-develop-apache-airflow/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-04-15T20:44:58Z</updated>
+    <updated>2026-04-15T22:11:46Z</updated>
     <author>
       <name>Apache Airflow</name>
-    </author>
-    <content type="html">&lt;![CDATA[<h2 id="the-story-behind-the-airflow-breeze-tool">The story behind the Airflow Breeze tool</h2>
+    </author><content type="html"><![CDATA[<h2 id="the-story-behind-the-airflow-breeze-tool">The story behind the Airflow Breeze tool</h2>
 <p>Initially, we started contributing to this fantastic open-source project [Apache Airflow] with a team of three which then grew to five. When we kicked it off a year ago, I realized pretty soon where the biggest bottlenecks and areas for improvement in terms of productivity were. Even with the help of our client, who provided us with a “homegrown” development environment it took us literally days to set it up and learn some basics.</p>
 <p>That is how the journey to increased productivity in Apache Airflow began. The result? The Airflow Breeze open-source tool. Jarek Potiuk, an Airflow Committer, will tell you all about it.</p>
 <p>You can learn <a href="https://higrys.medium.com/its-a-breeze-to-develop-apache-airflow-bf306d3e3505">how and why it’s a &ldquo;Breeze&rdquo; to Develop Apache Airflow</a>.</p>
diff --git a/blog/introducing_setup_teardown/index.html b/blog/introducing_setup_teardown/index.html
index fbddedc483..9478338eda 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -31,13 +31,13 @@
   <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="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+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 6188bcc733..631a52cd3c 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -31,14 +31,14 @@
   <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="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="It&#39;s a &#34;Breeze&#34; to develop Apache Airflow">
   <meta itemprop="description" content="A Principal Software Engineer&#39;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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+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 cb6568d35c..0ce62bf258 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -35,7 +35,7 @@
   <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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/airflow-summit/index.xml b/blog/tags/airflow-summit/index.xml
index 8b5ff256fe..db44f3571c 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Airflow Summit on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/airflow-summit/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Airflow Summit 2022</title>
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index fda6a05698..d0721d7466 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -35,7 +35,7 @@
   <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="2026-04-14T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index c1e048d7dd..c2c6e9ac1a 100644
--- a/blog/tags/community/index.xml
+++ b/blog/tags/community/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Community on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/community/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow</title>
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 5f12e77c18..06ea7a9de3 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -35,7 +35,7 @@
   <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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index b0bc59ff9b..c49bda8189 100644
--- a/blog/tags/development/index.xml
+++ b/blog/tags/development/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Development on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/development/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html b/blog/tags/documentation/index.html
index 59687e29aa..00890476f3 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -35,7 +35,7 @@
   <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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/documentation/index.xml b/blog/tags/documentation/index.xml
index 17d2762cc7..f88643506e 100644
--- a/blog/tags/documentation/index.xml
+++ b/blog/tags/documentation/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Documentation on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/documentation/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Experience in Google Season of Docs 2019 with Apache Airflow</title>
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 29fa54daf1..2e0b31dedd 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -35,7 +35,7 @@
   <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="2026-04-14T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index 53b075dddf..478dabe74e 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Release on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/release/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow</title>
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 7abec19dfd..d0e3ba22ec 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -35,7 +35,7 @@
   <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="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index 280b2f65d2..3c7fedd181 100644
--- a/blog/tags/rest-api/index.xml
+++ b/blog/tags/rest-api/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in REST API on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/rest-api/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Implementing Stable API for Apache Airflow</title>
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 7dc1455cc4..4ff56352a4 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -35,7 +35,7 @@
   <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="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index 899152b6a5..8ac60f269e 100644
--- a/blog/tags/survey/index.xml
+++ b/blog/tags/survey/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Survey on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/survey/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index e05e789402..8197da1c1e 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Users">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index 66ed609809..ef1bb101e4 100644
--- a/blog/tags/users/index.xml
+++ b/blog/tags/users/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Users on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/users/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/vulnerabilities/index.html b/blog/tags/vulnerabilities/index.html
index 0d1967ad91..1b0d2fee4a 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Vulnerabilities">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.xml b/blog/tags/vulnerabilities/index.xml
index be9d3353d4..634ea95baf 100644
--- a/blog/tags/vulnerabilities/index.xml
+++ b/blog/tags/vulnerabilities/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Vulnerabilities on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 15 Apr 2026 20:44:58 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 15 Apr 2026 22:11:46 +0100</lastBuildDate>
     <atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder</title>
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 052b324f1b..177040c676 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow Community groups abide by The Apache Software Foundation’s (ASF) Code of Conduct . Below, please find a breakdown of how that code applies to Airflow Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code of Conduct . In addition to those primary guidelines, these policies are specifically for Airflow Slack. The Airflow Slack community contains 40,000&#43; members and continues to grow. Because this community is run by the very practitioners who build in Airflow daily, our members feel a sense of camaraderie, ownership, and comfortability here.  ">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+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 92e1b6a545..935ebe2c7c 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Want to contribute? Join the Dev list The Dev list is the preferred channel for announcements, proposals and votes. Manage your subscription:">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="560">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 74b98827ea..45ff118c1c 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+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 Logo SVGs (light): Horizontal, Small, Icon Logo SVGs (dark): Horizontal, Small, Icon Brandbook Drawio Diagrams Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="43">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index e0d5ff1ec6..d7014be0fb 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache Airflow Core, which includes webserver, scheduler, CLI and other components that are needed for minimal Airflow installation. Read the documentation »
 Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-line interface (CLI) for Apache Airflow that interacts exclusively with the Airflow REST API. It provides a secure, auditable, and consistent way to manage Airflow deployments — without direct access to the metadata database. Read the documentation »">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="589">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index b21ac09e19..ded1f62edd 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and services are not maintained, nor endorsed by the Apache Airflow® Community and Apache Airflow project (maintained by the Committers and the Airflow PMC). Use them at your sole discretion. The community does not verify the licences nor validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the Apache Airflow dev or user mailing list and let us know or simply open a Pull Request to that page.">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="2258">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index 81c4321914..ee59f62e1f 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index 0ee8616dca..40efc40059 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 454849dc93..3fe016ea5c 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+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 63d01da0f7..0685a9a1bd 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily hidden. When the content is ready, re-add the page by putting the following code in the frontmatter:
 --- title: &#34;Roadmap&#34; linkTitle: &#34;Roadmap&#34; showSideNav: false menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around (it may not be very intuitive for everyone at first) is that this Airflow Python script is really just a configuration file specifying the DAG’s structure as code. The actual tasks defined here will run in a different context from the context of this script. Different tasks run on different workers at different points in time, which  [...]
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="wordCount" content="734">
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diff --git a/search/index.html b/search/index.html
index be9f2423be..55731c755d 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
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   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
+    <meta property="article:modified_time" content="2026-04-15T22:11:46+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
+  <meta itemprop="dateModified" content="2026-04-15T22:11:46+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index cb5e53e408..68fd733a28 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,245 +3,245 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml">
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-04-15T20:44:58+01:00</lastmod>
+    <lastmod>2026-04-15T22:11:46+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-04-15T20:44:58+01:00</lastmod>
+    <lastmod>2026-04-15T22:11:46+01:00</lastmod>
   </url><url>
     <loc>/blog/common-ai-provider/</loc>
-    <lastmod>2026-04-15T20:44:58+01:00</lastmod>
+    <lastmod>2026-04-15T22:11:46+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-04-15T20:44:58+01:00</lastmod>
+    <lastmod>2026-04-15T22:11:46+01:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-04-15T20:44:58+01:00</lastmod>
+    <lastmod>2026-04-15T22:11:46+01:00</lastmod>
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index a1d87e018e..29dcfc8f4f 100644
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index ba2ce22d22..5d8fe1b5b0 100644
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@@ -6,7 +6,7 @@
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index 2bf7f07759..1b98362000 100644
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   <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 [...]
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diff --git a/use-cases/big-fish-games/index.html b/use-cases/big-fish-games/index.html
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   <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 [...]
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diff --git a/use-cases/business_operations/index.html b/use-cases/business_operations/index.html
index ea2e805645..8976b2374b 100644
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@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the pipelines that power a c
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   <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.">
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diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
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   <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 [...]
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diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
index c7323dbcb3..56dfc45389 100644
--- a/use-cases/etl_analytics/index.html
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@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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   <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.">
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
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@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
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   <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 [...]
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diff --git a/use-cases/index.html b/use-cases/index.html
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   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
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@@ -31,13 +31,13 @@ Infrastructure management is often needed within the context of other use cases,
   <meta property="og:locale" content="en">
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   <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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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
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   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning Operations (MLOps) Machine Learning Operations (MLOps) is a broad term encompassing everything needed to run machine learning models in production. MLOps is a rapidly evolving field with many different best practices and behavioral patterns, with Apache Airflow providing tool agnostic orchestration capabilities for all steps. An emerging subset of MLOps is Large Language Model Operations (LLMOps), which focuses on d [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
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@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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   <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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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
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   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research &amp; 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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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
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@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
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   <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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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
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   <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 &amp; 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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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
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   <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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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
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   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to build, package, test and distribute curated and trusted containers at scale in an automated way. Those containers can be of any nature, meaning that we need a solution that allows us to build any kind of software with any kind of building tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several libraries (which may even conflict) and the orchestration of complex workflows with several integrations, executed either on a scheduled basis or triggered by events from external systems.">
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