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

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


The following commit(s) were added to refs/heads/staging-publish by this push:
     new 81df8d47b9 Docs updated via 
refs/heads/staging:a80ecf8c5af6b656e04385a47b2b0fc5789cbb61
81df8d47b9 is described below

commit 81df8d47b9c703f18465c8a60c56b6bd559022bd
Author: GitHub Actions <[email protected]>
AuthorDate: Thu Sep 25 21:58:30 2025 +0000

    Docs updated via refs/heads/staging:a80ecf8c5af6b656e04385a47b2b0fc5789cbb61
---
 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-survey-2020/index.html                |   4 +-
 blog/airflow-survey-2022/index.html                |   4 +-
 blog/airflow-survey-2023/index.html                |   4 +-
 blog/airflow-survey-2024/index.html                |   4 +-
 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
 blog/airflow-two-point-oh-is-here/index.html       |   4 +-
 blog/airflow_summit_2021/index.html                |   4 +-
 blog/airflow_summit_2022/index.html                |   4 +-
 blog/announcing-new-website/index.html             |   4 +-
 blog/apache-airflow-for-newcomers/index.html       |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 blog/fab-oid-vulnerability/index.html              |   4 +-
 .../index.html                                     |   4 +-
 blog/index.html                                    |   2 +-
 blog/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/airflow-summit/index.html                |   2 +-
 blog/tags/community/index.html                     |   2 +-
 blog/tags/development/index.html                   |   2 +-
 blog/tags/documentation/index.html                 |   2 +-
 blog/tags/release/index.html                       |   2 +-
 blog/tags/rest-api/index.html                      |   2 +-
 blog/tags/survey/index.html                        |   2 +-
 blog/tags/users/index.html                         |   2 +-
 blog/tags/vulnerabilities/index.html               |   2 +-
 code-of-conduct/index.html                         |   2 +-
 community/index.html                               |   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                                        | 150 ++++++++++-----------
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
 use-cases/adobe/index.html                         |   4 +-
 use-cases/adyen/index.html                         |   4 +-
 use-cases/big-fish-games/index.html                |   4 +-
 use-cases/business_operations/index.html           |   4 +-
 use-cases/dish/index.html                          |   4 +-
 use-cases/etl_analytics/index.html                 |   4 +-
 use-cases/experity/index.html                      |   4 +-
 use-cases/index.html                               |   2 +-
 use-cases/infrastructure-management/index.html     |   4 +-
 use-cases/mlops/index.html                         |   4 +-
 use-cases/onefootball/index.html                   |   4 +-
 use-cases/plarium-krasnodar/index.html             |   4 +-
 use-cases/seniorlink/index.html                    |   4 +-
 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 76 files changed, 200 insertions(+), 200 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 9d3370cc19..d24fc171b3 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -51,7 +51,7 @@ August 29, 2025 We’ve just released Apache Airflow 3.0.6 and 
Task SDK 1.0.6.
 📦 PyPI: https://pypi.org/project/apache-airflow/3.0.6/ 📚 Core Airflow Docs: 
https://airflow.apache.org/docs/apache-airflow/3.0.6/ 📚 Task SDK Docs: 
https://airflow.apache.org/docs/task-sdk/1.0.6/ 🛠️ Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.0.6/release_notes.html 🪶 
Sources: 
https://airflow.apache.org/docs/apache-airflow/3.0.6/installation/installing-from-sources.html
 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.0.6
 August 20, 2025 We’ve just released Apache Airflow 3.0.5 and Task SDK 1.0.5.">
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="5483">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/blocktype/index.html b/blocktype/index.html
index b15341c835..0a97899c09 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Blocktype">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 99544ad1f4..fd35465d79 100644
--- a/blocktype/testimonial/index.html
+++ b/blocktype/testimonial/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Testimonial">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blocktype/use-case/index.html b/blocktype/use-case/index.html
index d9a22d96b7..d0edbfa28b 100644
--- a/blocktype/use-case/index.html
+++ b/blocktype/use-case/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Use-Case">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/airflow-1.10.10/index.html b/blog/airflow-1.10.10/index.html
index 90e31125d1..a2eb535b43 100644
--- a/blog/airflow-1.10.10/index.html
+++ b/blog/airflow-1.10.10/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-04-09T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.10">
   <meta itemprop="description" content="We are happy to present Apache Airflow 
1.10.10">
   <meta itemprop="datePublished" content="2020-04-09T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="1143">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-1.10.12/index.html b/blog/airflow-1.10.12/index.html
index ea5bfcba78..c4271ff35e 100644
--- a/blog/airflow-1.10.12/index.html
+++ b/blog/airflow-1.10.12/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-25T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.12">
   <meta itemprop="description" content="We are happy to present Apache Airflow 
1.10.12">
   <meta itemprop="datePublished" content="2020-08-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="911">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-1.10.8-1.10.9/index.html 
b/blog/airflow-1.10.8-1.10.9/index.html
index 09528e645f..ba74917415 100644
--- a/blog/airflow-1.10.8-1.10.9/index.html
+++ b/blog/airflow-1.10.8-1.10.9/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-02-23T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
   <meta itemprop="description" content="We are happy to present the new 1.10.8 
and 1.10.9 releases of Apache Airflow.">
   <meta itemprop="datePublished" content="2020-02-23T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="437">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.10.0/index.html b/blog/airflow-2.10.0/index.html
index 5b029c1e0a..583bc274a8 100644
--- a/blog/airflow-2.10.0/index.html
+++ b/blog/airflow-2.10.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-08-08T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.10.0 is here">
   <meta itemprop="description" content="Apache Airflow 2.10.0 is a 
game-changer, with powerful Dataset improvements and the groundbreaking Hybrid 
Executor, set to redefine your workflow capabilities!">
   <meta itemprop="datePublished" content="2024-08-08T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="1040">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.2.0/index.html b/blog/airflow-2.2.0/index.html
index 972cb7b9da..c238f2653f 100644
--- a/blog/airflow-2.2.0/index.html
+++ b/blog/airflow-2.2.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2021-10-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="What&#39;s new in Apache Airflow 2.2.0">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.2.0 has been released.">
   <meta itemprop="datePublished" content="2021-10-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="658">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.3.0/index.html b/blog/airflow-2.3.0/index.html
index 8517b74651..cf2a1869a2 100644
--- a/blog/airflow-2.3.0/index.html
+++ b/blog/airflow-2.3.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-04-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.3.0 is here">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.3.0 has been released.">
   <meta itemprop="datePublished" content="2022-04-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="708">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.4.0/index.html b/blog/airflow-2.4.0/index.html
index 77a73b039d..a0d27e1aac 100644
--- a/blog/airflow-2.4.0/index.html
+++ b/blog/airflow-2.4.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-09-19T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.4.0: That Data Aware 
Release">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.4.0 has been released with many exciting improvements.">
   <meta itemprop="datePublished" content="2022-09-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="849">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.5.0/index.html b/blog/airflow-2.5.0/index.html
index 13d4031209..1299cc6ef8 100644
--- a/blog/airflow-2.5.0/index.html
+++ b/blog/airflow-2.5.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-12-02T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.5.0: Tick-Tock">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.5.0 has been released with many quality of life changes.">
   <meta itemprop="datePublished" content="2022-12-02T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="392">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.6.0/index.html b/blog/airflow-2.6.0/index.html
index e985a22ce6..ec639d1f24 100644
--- a/blog/airflow-2.6.0/index.html
+++ b/blog/airflow-2.6.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-04-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="what&#39;s new in Apache Airflow 2.6.0">
   <meta itemprop="description" content="Apache Airflow 2.6.0 has been 
released!">
   <meta itemprop="datePublished" content="2023-04-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="535">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.7.0/index.html b/blog/airflow-2.7.0/index.html
index d80f8867a2..c1b9be4010 100644
--- a/blog/airflow-2.7.0/index.html
+++ b/blog/airflow-2.7.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-08-18T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.7.0 is here">
   <meta itemprop="description" content="Apache Airflow 2.7.0 has been 
released!">
   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="816">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.8.0/index.html b/blog/airflow-2.8.0/index.html
index 94e1064889..0909edf068 100644
--- a/blog/airflow-2.8.0/index.html
+++ b/blog/airflow-2.8.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-12-15T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.8.0 is here">
   <meta itemprop="description" content="Introducing Apache Airflow 2.8.0: 
Enhanced with New Features and Significant Improvements">
   <meta itemprop="datePublished" content="2023-12-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="730">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-2.9.0/index.html b/blog/airflow-2.9.0/index.html
index 420454de69..b79a63bb44 100644
--- a/blog/airflow-2.9.0/index.html
+++ b/blog/airflow-2.9.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-04-08T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.9.0: Dataset and UI 
Improvements">
   <meta itemprop="description" content="Apache Airflow 2.9.0 is here! Lots of 
exciting new Dataset and UI features/improvements this time around.">
   <meta itemprop="datePublished" content="2024-04-08T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="1042">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-3.1.0/index.html b/blog/airflow-3.1.0/index.html
index d0bd39c6d6..849d1d2e14 100644
--- a/blog/airflow-3.1.0/index.html
+++ b/blog/airflow-3.1.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-09-25T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
 
   <meta itemprop="name" content="Apache Airflow 3.1.0: Human-Centered 
Workflows">
   <meta itemprop="description" content="Apache Airflow 3.1.0 introduces 
Human-in-the-Loop workflows, 17-language internationalization, deadline alerts, 
and React plugin system for data orchestration teams.">
   <meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="1584">
   <meta itemprop="image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-survey-2020/index.html 
b/blog/airflow-survey-2020/index.html
index d9b7c1ce94..b6ee89c63e 100644
--- a/blog/airflow-survey-2020/index.html
+++ b/blog/airflow-survey-2020/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2021-03-09T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2020">
   <meta itemprop="description" content="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.">
   <meta itemprop="datePublished" content="2021-03-09T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="2136">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
diff --git a/blog/airflow-survey-2022/index.html 
b/blog/airflow-survey-2022/index.html
index 3ecb25b400..d68efdb536 100644
--- a/blog/airflow-survey-2022/index.html
+++ b/blog/airflow-survey-2022/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-06-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2022">
   <meta itemprop="description" content="2021 saw rapid adoption of Airflow 2, 
and continued growth of the community. This annual survey helps us understand 
how people are using Airflow, and where we can best focus our efforts going 
forward.">
   <meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="3865">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
diff --git a/blog/airflow-survey-2023/index.html 
b/blog/airflow-survey-2023/index.html
index 76ab15fb46..a7885924ae 100644
--- a/blog/airflow-survey-2023/index.html
+++ b/blog/airflow-survey-2023/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-09-21T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2023">
   <meta itemprop="description" content="Airflow 2 has seen rapid adoption, 
accompanied by continuous community growth. This annual survey helps us 
understand how people use Airflow and where we can best focus our efforts as we 
advance.">
   <meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="3">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
diff --git a/blog/airflow-survey-2024/index.html 
b/blog/airflow-survey-2024/index.html
index ca58e4b7a2..3915cc159b 100644
--- a/blog/airflow-survey-2024/index.html
+++ b/blog/airflow-survey-2024/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-02-27T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2024">
   <meta itemprop="description" content="With more than 5,250 responses from 
116 countries, this is the largest data engineering survey to date. Conducted 
annually, it offers valuable insights into Airflow usage and helps guide our 
future efforts.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="3">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
diff --git a/blog/airflow-survey/index.html b/blog/airflow-survey/index.html
index e0c80d2afa..20deb9f0b6 100644
--- a/blog/airflow-survey/index.html
+++ b/blog/airflow-survey/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2019">
   <meta itemprop="description" content="Receiving and adjusting to our users’ 
feedback is a must. Let’s see who Airflow users are, how they play with it, and 
what they miss.">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="1723">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
diff --git a/blog/airflow-three-point-oh-is-here/index.html 
b/blog/airflow-three-point-oh-is-here/index.html
index fc07fd655c..10e6e28349 100644
--- a/blog/airflow-three-point-oh-is-here/index.html
+++ b/blog/airflow-three-point-oh-is-here/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-04-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow® 3 is Generally Available!">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 3.0.0 has been released.">
   <meta itemprop="datePublished" content="2025-04-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="2192">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow-two-point-oh-is-here/index.html 
b/blog/airflow-two-point-oh-is-here/index.html
index 57e4a0474e..9d8713c406 100644
--- a/blog/airflow-two-point-oh-is-here/index.html
+++ b/blog/airflow-two-point-oh-is-here/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-12-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.0 is here!">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.0.0 has been released.">
   <meta itemprop="datePublished" content="2020-12-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="1165">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/airflow_summit_2021/index.html 
b/blog/airflow_summit_2021/index.html
index f857c5e178..956bfffdd7 100644
--- a/blog/airflow_summit_2021/index.html
+++ b/blog/airflow_summit_2021/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2021-03-21T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Airflow Summit">
     <meta property="og:image" content="/images/feature-image.png">
@@ -47,7 +47,7 @@
   <meta itemprop="name" content="Airflow Summit 2021">
   <meta itemprop="description" content="We are thrilled about Airflow Summit 
2021!">
   <meta itemprop="datePublished" content="2021-03-21T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="77">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Airflow Summit">
diff --git a/blog/airflow_summit_2022/index.html 
b/blog/airflow_summit_2022/index.html
index 02b684747c..3b44a9fba3 100644
--- a/blog/airflow_summit_2022/index.html
+++ b/blog/airflow_summit_2022/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-05-16T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Airflow Summit">
     <meta property="og:image" content="/images/feature-image.png">
@@ -47,7 +47,7 @@
   <meta itemprop="name" content="Airflow Summit 2022">
   <meta itemprop="description" content="Airflow Summit 2022 is here">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="129">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Airflow Summit">
diff --git a/blog/announcing-new-website/index.html 
b/blog/announcing-new-website/index.html
index 3c7162ba46..32e613da47 100644
--- a/blog/announcing-new-website/index.html
+++ b/blog/announcing-new-website/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="New Airflow website">
   <meta itemprop="description" content="We are thrilled about our new 
website!">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="282">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 5e0e1a6023..ca1e34c8f0 100644
--- a/blog/apache-airflow-for-newcomers/index.html
+++ b/blog/apache-airflow-for-newcomers/index.html
@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -48,7 +48,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta itemprop="description" content="Apache Airflow is a platform to 
programmatically author, schedule, and monitor workflows. A workflow is a 
sequence of tasks that processes a set of data. You can think of workflow as 
the path that describes how tasks go from being undone to done. Scheduling, on 
the other hand, is the process of planning, controlling, and optimizing when a 
particular task should be done.
 Authoring Workflow in Apache Airflow. Airflow makes it easy to author 
workflows using python scripts. A Directed Acyclic Graph (DAG) represents a 
workflow in Airflow. It is a collection of tasks in a way that shows each 
task’s relationships and dependencies. You can have as many DAGs as you want, 
and Airflow will execute them according to the task’s relationships and 
dependencies. If task B depends on the successful execution of another task A, 
it means Airflow will run task A and only r [...]
   <meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 b1496270ae..1a758cd762 100644
--- 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights 
by Airflow Committers">
   <meta itemprop="description" content="Here come some thoughts by Airflow 
committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
community!">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="138">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/documenting-using-local-development-environments/index.html 
b/blog/documenting-using-local-development-environments/index.html
index 3dc8c1fa7e..dacd02c8cf 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Documenting using local development 
environment">
   <meta itemprop="description" content="The story behind documenting local 
development environment of Apache Airflow">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 c95d3508bb..cf7cc0d4b7 100644
--- 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-20T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Documentation">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -48,7 +48,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta itemprop="description" content="I came across Google Season of Docs 
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter 
addiction. I was familiar with the Google Summer of Code but not with this 
program. It turns out it was the inaugural phase. I read the details, and the 
process felt a lot like GSoC except that this was about documentation.
 About Me I have been writing tech articles on medium as well as my blog for 
the past 1.5 years. Blogging helps me test my understanding of the concepts as 
untangling the toughest of ideas in simple sentences requires a considerable 
time investment.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 3b3d19eb70..33a25e3ceb 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -48,7 +48,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta itemprop="description" content="Outreachy is a program which organises 
three months paid internships with FOSS projects for people who are typically 
underrepresented in those projects.
 Contribution Period The first thing I had to do was choose a project under an 
organisation. After going through all the projects I chose “Extending the REST 
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I 
thought it would be easier to get started with the contributions. The next step 
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze. 
Since I had never contributed to FOSS before so this part was overwhelming but 
there were plenty  [...]
   <meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="528">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index 60ab4b98d6..d6ff68016e 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-02-26T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="article:tag" content="Vulnerabilities">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 0a2b9f2957..64faf71ada 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-07-19T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+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="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="703">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index 15977c8d25..d27f22e7a2 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Blog">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index f323f249f4..a50516ee14 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -39,13 +39,13 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-08-18T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Introducing Setup and Teardown tasks">
   <meta itemprop="description" content="An introduction to Setup and Teardown 
tasks, which are new in Apache Airflow 2.7.0">
   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 1175139b58..cb2055a2b4 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+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="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 a14c9ea9cc..56230d9d3e 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Airflow Summit">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index c2c3832a24..cf2f1a4046 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index cfa1b6c393..fdc95cdeab 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Development">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 054526e707..dc241208a7 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 4365798ead..abbca67c4d 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Release">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 11f6253b78..ea46af9ef8 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="REST API">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index dc784b4776..b4c858e326 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Survey">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 9d2e47ef38..6aa9310f75 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Users">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index 370c9f6f22..3aa0c58c83 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Vulnerabilities">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 9f52e7c7fd..c8f6f2104e 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -44,7 +44,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow 
Community groups abide by The Apache Software Foundation’s (ASF) Code of 
Conduct . Below, please find a breakdown of how that code applies to Airflow 
Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code 
of Conduct . In addition to those primary guidelines, these policies are 
specifically for Airflow Slack. The Airflow Slack community contains 
40,000&#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="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 d43e80ca4e..f4ed497035 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content=" Want to contribute? Join the Dev list 
The Dev list is the preferred channel for announcements, proposals and votes. 
Manage your subscription: ">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="602">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 038798c772..b50e24219f 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content=" Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign ">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="31">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 7dd2cae10e..d513ba7266 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Task SDK The Task SDK provides python-native interfaces for 
defining DAGs, execu
   <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 »
 Task SDK The Task SDK provides python-native interfaces for defining DAGs, 
executing tasks in isolated subprocesses and interacting with Airflow resources 
(e.g., Connections, Variables, XComs, Metrics, Logs, and OpenLineage events) at 
runtime. The goal of task-sdk is to decouple DAG authoring from Airflow 
internals (Scheduler, API Server, etc.), providing a forward-compatible, stable 
interface for writing and maintaining DAGs across Airflow versions. Read the 
documentation »">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="538">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index e98be4de2a..c159a1d596 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,7 +44,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and 
services are not maintained, nor endorsed by the Apache Airflow® Community and 
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use 
them at your sole discretion. The community does not verify the licences nor 
validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the 
Apache Airflow dev or user mailing list and let us know or simply open a Pull 
Request to that page.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="2016">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index 0897742736..af4057f96f 100644
--- a/index.html
+++ b/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index 4ba0296133..63bfbf0de5 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index da302888a7..16045e60cf 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the 
Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+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 9bbf47c6bd..b55d53d218 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -44,7 +44,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily 
hidden. When the content is ready, re-add the page by putting the following 
code in the frontmatter:
 --- title: &#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="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 2d1ca0680c..661afe1037 100644
--- a/search/index.html
+++ b/search/index.html
@@ -37,12 +37,12 @@
   <meta property="og:description" content="Platform created by the community 
to programmatically author, schedule and monitor workflows.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index a3bc25fa6e..8d372644a0 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/community/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/dish/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/ecosystem/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/experity/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2025-09-25T00:40:29+01:00</lastmod>
+    <lastmod>2025-09-25T22:52:02+01:00</lastmod>
   </url>
 </urlset>
diff --git a/survey/index.html b/survey/index.html
index f4027cb855..5cd717cffd 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="&lt;!DOCTYPE html&gt; Redirecting... 
If you are not redirected automatically, please click here. ">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="12">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/tags/index.html b/tags/index.html
index 537ee600dd..269fbe5a3b 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Tags">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 1cac1982d9..ec8ffa353b 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 8036eba409..9a9909946b 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index b08861441b..cbd17e48c8 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index a90c205e2a..cbaf7fcb23 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index bfc6ead544..357e2023bb 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -39,13 +39,13 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content=" Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 6e92bf3e9b..6a5bd9046d 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index df8b7c90f6..92a7336c3f 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -39,13 +39,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content=" Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard. You can find the code for this example here.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="300">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index c0a2505053..2e269238af 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy 
our complex, flagship app to multiple nodes in multiple ways. This required 
tasks to communicate across Windows nodes and coordinate timing perfectly. We 
did not want to buy an expensive enterprise scheduling tool and needed ultimate 
flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided 
flexible, multi-node, DAG capable tooling was key and airflow was one of the 
few tools that fit that bill. Having it based on open source and python were 
large factors that upheld our core principles. At the time, Airflow was missing 
a windows hook and operator so we contributed the WinRM hook and operator back 
to the community. Given its flexibility we also use DAG generators to have our 
metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 283da6a95d..86f9416266 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index bd03720e41..6f7735c67c 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -39,13 +39,13 @@ Infrastructure management is often needed within the 
context of other use cases,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content=" Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 7b0ac36775..8ca5c087b3 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content=" Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on  [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index bcdbdf7a6d..44fe4b5695 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -39,13 +39,13 @@ On top of that, new data tools appear each month: third 
party data sources, clou
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of 
daily active users, managing the complexity of data engineering at Onefootball 
is a constant challenge. Lengthy crontabs, multiplication of custom API 
clients, erosion of confidence in the analytics served, increasing heroism 
(“only one person can solve this issue”). Those are the challenges that most 
teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, 
cloud providers solutions, different storage technologies… Managing all those 
integrations is costly and brittle, especially for small data engineering teams 
that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 78c092b108..3e723bc5af 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&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 [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 4fc7ada93b..03b465f691 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -39,13 +39,13 @@ We had built a robust stack of batch processes to deliver 
value to the business,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at 
Seniorlink, we provide services, support, and technology that engages family 
caregivers. One of our focuses is using data to bolster our knowledge and 
improve the experience of our users. Like many looking to build an effective 
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the 
business, deploying these data services in AWS using a mixture of EMR, ECS, 
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up 
with one monolithic batch process with many smaller satellite jobs. Given the 
scale and quantity of jobs, we began to lose transparency as to what was 
happening. Additionally, many jobs were launched in a single EMR cluster and so 
tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 2b553c141d..a011cbe07d 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &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 [...]
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 562bd7ac61..209cbfab5e 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 96a6680fae..95484a8c36 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -39,13 +39,13 @@ The construction of these containers requires the 
installation of several librar
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-09-25T00:40:29+01:00">
+    <meta property="article:modified_time" content="2025-09-25T22:52:02+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-  <meta itemprop="dateModified" content="2025-09-25T00:40:29+01:00">
+  <meta itemprop="dateModified" content="2025-09-25T22:52:02+01:00">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

Reply via email to