(airflow-site) branch publish updated: Docs updated via refs/heads/main:4f8116a2c788816e78d34492fcb5584a3ea1345d

Wed, 11 Mar 2026 18:17:34 -0700 

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


The following commit(s) were added to refs/heads/publish by this push:
     new f6f9360f30 Docs updated via 
refs/heads/main:4f8116a2c788816e78d34492fcb5584a3ea1345d
f6f9360f30 is described below

commit f6f9360f30ae7707b7dcc7a4a6bcace14f5ad207
Author: GitHub Actions <[email protected]>
AuthorDate: Thu Mar 12 01:16:44 2026 +0000

    Docs updated via refs/heads/main:4f8116a2c788816e78d34492fcb5584a3ea1345d
---
 announcements/index.html                           |  29 ++--
 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-2025/index.html                |   4 +-
 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
 blog/airflow-two-point-oh-is-here/index.html       |   4 +-
 blog/airflow_summit_2021/index.html                |   4 +-
 blog/airflow_summit_2022/index.html                |   4 +-
 blog/airflowctl-0.1.0/index.html                   |   4 +-
 blog/announcing-new-website/index.html             |   4 +-
 blog/apache-airflow-for-newcomers/index.html       |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 blog/fab-oid-vulnerability/index.html              |   4 +-
 .../index.html                                     |   4 +-
 blog/index.html                                    |   2 +-
 blog/index.xml                                     |  70 +++++-----
 blog/introducing_setup_teardown/index.html         |   4 +-
 .../index.html                                     |   4 +-
 blog/tags/airflow-summit/index.html                |   2 +-
 blog/tags/airflow-summit/index.xml                 |   2 +-
 blog/tags/community/index.html                     |   2 +-
 blog/tags/community/index.xml                      |   2 +-
 blog/tags/development/index.html                   |   2 +-
 blog/tags/development/index.xml                    |   2 +-
 blog/tags/documentation/index.html                 |   2 +-
 blog/tags/documentation/index.xml                  |   2 +-
 blog/tags/release/index.html                       |   2 +-
 blog/tags/release/index.xml                        |   2 +-
 blog/tags/rest-api/index.html                      |   2 +-
 blog/tags/rest-api/index.xml                       |   2 +-
 blog/tags/survey/index.html                        |   2 +-
 blog/tags/survey/index.xml                         |   2 +-
 blog/tags/users/index.html                         |   2 +-
 blog/tags/users/index.xml                          |   2 +-
 blog/tags/vulnerabilities/index.html               |   2 +-
 blog/tags/vulnerabilities/index.xml                |   2 +-
 code-of-conduct/index.html                         |   2 +-
 community/index.html                               |   2 +-
 community/resources/index.html                     |   4 +-
 docs/index.html                                    |   2 +-
 ecosystem/index.html                               |   2 +-
 index.html                                         |   2 +-
 meetups/index.html                                 |   2 +-
 privacy-notice/index.html                          |   2 +-
 roadmap/index.html                                 |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 154 ++++++++++-----------
 .../sphinx_airflow_theme-0.3.0-py3-none-any.whl    | Bin 447930 -> 447930 bytes
 .../sphinx_airflow_theme-0.3.0.tar.gz              | Bin 433636 -> 433576 bytes
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
 use-cases/adobe/index.html                         |   4 +-
 use-cases/adyen/index.html                         |   4 +-
 use-cases/big-fish-games/index.html                |   4 +-
 use-cases/business_operations/index.html           |   4 +-
 use-cases/dish/index.html                          |   4 +-
 use-cases/etl_analytics/index.html                 |   4 +-
 use-cases/experity/index.html                      |   4 +-
 use-cases/index.html                               |   2 +-
 use-cases/infrastructure-management/index.html     |   4 +-
 use-cases/mlops/index.html                         |   4 +-
 use-cases/onefootball/index.html                   |   4 +-
 use-cases/plarium-krasnodar/index.html             |   4 +-
 use-cases/seniorlink/index.html                    |   4 +-
 use-cases/sift/index.html                          |   4 +-
 use-cases/snapp/index.html                         |   4 +-
 use-cases/suse/index.html                          |   4 +-
 91 files changed, 267 insertions(+), 262 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 50b268d099..bb9311ce7b 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -35,28 +35,26 @@
 <title>Announcements | Apache Airflow</title><meta property="og:url" 
content="/announcements/">
   <meta property="og:site_name" content="Apache Airflow">
   <meta property="og:title" content="Announcements">
-  <meta property="og:description" content=" February 17, 2026 We’ve just 
released Apache Airflow Helm chart 1.19.0.
+  <meta property="og:description" content=" March 11, 2026 We’ve just released 
Apache Airflow 3.1.8 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.8/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.8” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.8
+February 17, 2026 We’ve just released Apache Airflow Helm chart 1.19.0.
 📦 ArtifactHub: https://artifacthub.io/packages/helm/apache-airflow/airflow 📚 
Docs: https://airflow.apache.org/docs/helm-chart/1.19.0/ 🛠️ Release Notes: 
https://airflow.apache.org/docs/helm-chart/1.19.0/release_notes.html 🪶 Sources: 
https://airflow.apache.org/docs/helm-chart/1.19.0/installing-helm-chart-from-sources.html
 February 4, 2026 We’ve just released Airflow 3.1.7 and Task SDK 1.1.7 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.7/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.7” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.7
-Thanks to all the contributors who made this possible.
-January 14, 2026 Airflow PMC welcomes new PMC members:
-Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) January 13, 2026 We’ve 
just released Airflow 3.1.6 and Task SDK 1.1.6 🎉">
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.7/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.7” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.7";>
   <meta property="og:locale" content="en">
   <meta property="og:type" content="website">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Announcements">
-  <meta itemprop="description" content=" February 17, 2026 We’ve just released 
Apache Airflow Helm chart 1.19.0.
+  <meta itemprop="description" content=" March 11, 2026 We’ve just released 
Apache Airflow 3.1.8 🎉
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.8/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.8/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.8” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.8
+February 17, 2026 We’ve just released Apache Airflow Helm chart 1.19.0.
 📦 ArtifactHub: https://artifacthub.io/packages/helm/apache-airflow/airflow 📚 
Docs: https://airflow.apache.org/docs/helm-chart/1.19.0/ 🛠️ Release Notes: 
https://airflow.apache.org/docs/helm-chart/1.19.0/release_notes.html 🪶 Sources: 
https://airflow.apache.org/docs/helm-chart/1.19.0/installing-helm-chart-from-sources.html
 February 4, 2026 We’ve just released Airflow 3.1.7 and Task SDK 1.1.7 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.7/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.7” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.7
-Thanks to all the contributors who made this possible.
-January 14, 2026 Airflow PMC welcomes new PMC members:
-Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) January 13, 2026 We’ve 
just released Airflow 3.1.6 and Task SDK 1.1.6 🎉">
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.7/ 📚 Docs: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/ 🛠 Release Notes: 
https://airflow.apache.org/docs/apache-airflow/3.1.7/release_notes.html 🐳 
Docker Image: “docker pull apache/airflow:3.1.7” 🚏 Constraints: 
https://github.com/apache/airflow/tree/constraints-3.1.7";>
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
-  <meta itemprop="wordCount" content="5890">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
+  <meta itemprop="wordCount" content="5919">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -494,6 +492,13 @@ Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) 
January 13, 2026 We’v
         <main role="main" class="td-main container">
             <p> 
  </p>
+<h1 id="march-11-2026">March 11, 2026</h1>
+<p>We&rsquo;ve just released Apache Airflow 3.1.8 🎉</p>
+<p>📦 PyPI: <a 
href="https://pypi.org/project/apache-airflow/3.1.8/";>https://pypi.org/project/apache-airflow/3.1.8/</a>
+📚 Docs: <a 
href="https://airflow.apache.org/docs/apache-airflow/3.1.8/";>https://airflow.apache.org/docs/apache-airflow/3.1.8/</a>
+🛠 Release Notes: <a 
href="https://airflow.apache.org/docs/apache-airflow/3.1.8/release_notes.html";>https://airflow.apache.org/docs/apache-airflow/3.1.8/release_notes.html</a>
+🐳 Docker Image: &ldquo;docker pull apache/airflow:3.1.8&rdquo;
+🚏 Constraints: <a 
href="https://github.com/apache/airflow/tree/constraints-3.1.8";>https://github.com/apache/airflow/tree/constraints-3.1.8</a></p>
 <h1 id="february-17-2026">February 17, 2026</h1>
 <p>We&rsquo;ve just released Apache <strong>Airflow Helm chart 
1.19.0</strong>.</p>
 <p>📦 ArtifactHub: <a 
href="https://artifacthub.io/packages/helm/apache-airflow/airflow";>https://artifacthub.io/packages/helm/apache-airflow/airflow</a>
 <br>
diff --git a/blocktype/index.html b/blocktype/index.html
index c6a9939eeb..6228db18f2 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 984402d68e..0b6af71b9b 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/blocktype/use-case/index.html b/blocktype/use-case/index.html
index ab3b2cfd6b..67116e0855 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/blog/airflow-1.10.10/index.html b/blog/airflow-1.10.10/index.html
index df4e1e54c9..7bbfc6157f 100644
--- a/blog/airflow-1.10.10/index.html
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   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
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     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.10">
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1.10.10">
   <meta itemprop="datePublished" content="2020-04-09T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
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diff --git a/blog/airflow-1.10.12/index.html b/blog/airflow-1.10.12/index.html
index 9a96eb899d..098ecf07ca 100644
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     <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="2026-03-12T00:40:41+01:00">
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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 144f6931f2..b34336dece 100644
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@@ -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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
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diff --git a/blog/airflow-2.10.0/index.html b/blog/airflow-2.10.0/index.html
index d880be5863..132bfabfc9 100644
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   <meta itemprop="name" content="Apache Airflow 2.10.0 is here">
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game-changer, with powerful Dataset improvements and the groundbreaking Hybrid 
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   <meta itemprop="name" content="What&#39;s new in Apache Airflow 2.2.0">
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   <meta itemprop="datePublished" content="2021-10-11T00:00:00+00:00">
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index 7485ebfe91..b8c114a8c9 100644
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   <meta itemprop="name" content="Apache Airflow 2.3.0 is here">
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   <meta itemprop="description" content="Airflow Summit 2022 is here">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="129">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Airflow Summit">
diff --git a/blog/airflowctl-0.1.0/index.html b/blog/airflowctl-0.1.0/index.html
index 05130d05fb..400fde0fa8 100644
--- a/blog/airflowctl-0.1.0/index.html
+++ b/blog/airflowctl-0.1.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-10-15T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" 
content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
 
   <meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
   <meta itemprop="description" content="A new way of using API in Airflow. 
Apache Airflow CTL aka airflowctl 0.1.0 is released! Secure way to manage your 
Apache Airflow deployments with ease.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="898">
   <meta itemprop="image" 
content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
   <meta itemprop="keywords" content="Release">
diff --git a/blog/announcing-new-website/index.html 
b/blog/announcing-new-website/index.html
index 298b58ce70..f862f7a312 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="New Airflow website">
   <meta itemprop="description" content="We are thrilled about our new 
website!">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 234c3f79bd..9940983861 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="1070">
   <meta itemprop="image" content="/images/feature-image.png">
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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 3b4cd23cd7..a69525f3c2 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights 
by Airflow Committers">
   <meta itemprop="description" content="Here come some thoughts by Airflow 
committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
community!">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 56edc5e9ba..2c0b768fae 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Documenting using local development 
environment">
   <meta itemprop="description" content="The story behind documenting local 
development environment of Apache Airflow">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="256">
   <meta itemprop="image" content="/images/feature-image.png">
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diff --git 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index fbc03f383c..f8fb3d1145 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 774c147b92..1aa0612e38 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index bdd825fcf9..9d36050d47 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="article:tag" content="Vulnerabilities">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="638">
   <meta itemprop="image" content="/images/feature-image.png">
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diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html 
b/blog/implementing-stable-api-for-apache-airflow/index.html
index a540756e25..9f81cc22ca 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 @@
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     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-07-19T00:00:00+00:00">
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+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="article:tag" content="REST API">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Implementing Stable API for Apache Airflow">
   <meta itemprop="description" content="An Outreachy intern&#39;s progress 
report on contributing to Apache Airflow REST API.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/blog/index.html b/blog/index.html
index 504da705a2..0d642af1d7 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/index.xml b/blog/index.xml
index 57463eca19..b8e53ee44e 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
 <id>/blog/</id>
 
 
-  <updated>2026-03-12T00:40:41Z</updated>
+  <updated>2026-03-12T06:43:39Z</updated>
 
 
   <entry>
@@ -16,7 +16,7 @@
     <link href="/blog/airflow-survey-2025/" rel="alternate"/>
     <id>/blog/airflow-survey-2025/</id>
     <published>2026-01-22T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -38,7 +38,7 @@
     <link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
     <id>/blog/airflowctl-0.1.0/</id>
     <published>2025-10-15T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -201,7 +201,7 @@ The secure CLI foundation lays the groundwork for Airflow’s 
next generation. A
     <link href="/blog/airflow-3.1.0/" rel="alternate"/>
     <id>/blog/airflow-3.1.0/</id>
     <published>2025-09-25T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -387,7 +387,7 @@ human-centered. We can&rsquo;t wait to see what you build 
with it!</p>
     <link href="/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
     <id>/blog/airflow-three-point-oh-is-here/</id>
     <published>2025-04-22T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -793,7 +793,7 @@ Let’s build the future of data orchestration—together.</p>
     <link href="/blog/airflow-survey-2024/" rel="alternate"/>
     <id>/blog/airflow-survey-2024/</id>
     <published>2025-02-27T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -815,7 +815,7 @@ Let’s build the future of data orchestration—together.</p>
     <link href="/blog/airflow-2.10.0/" rel="alternate"/>
     <id>/blog/airflow-2.10.0/</id>
     <published>2024-08-08T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -939,7 +939,7 @@ executor = 
&#39;LocalExecutor,KubernetesExecutor,my.custom.module.ExecutorClass:
     <link href="/blog/airflow-2.9.0/" rel="alternate"/>
     <id>/blog/airflow-2.9.0/</id>
     <published>2024-04-08T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1061,7 +1061,7 @@ xcom_objectstorage_compression = gzip
     <link href="/blog/fab-oid-vulnerability/" rel="alternate"/>
     <id>/blog/fab-oid-vulnerability/</id>
     <published>2024-02-26T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1148,7 +1148,7 @@ where Flask AppBuilder is also used.</p>
     <link href="/blog/airflow-2.8.0/" rel="alternate"/>
     <id>/blog/airflow-2.8.0/</id>
     <published>2023-12-15T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1229,7 +1229,7 @@ We care for your security, and &ldquo;secure by 
default&rdquo; is one of the thi
     <link href="/blog/airflow-survey-2023/" rel="alternate"/>
     <id>/blog/airflow-survey-2023/</id>
     <published>2023-09-21T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1248,7 +1248,7 @@ We care for your security, and &ldquo;secure by 
default&rdquo; is one of the thi
     <link href="/blog/airflow-2.7.0/" rel="alternate"/>
     <id>/blog/airflow-2.7.0/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1311,7 +1311,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/introducing_setup_teardown/" rel="alternate"/>
     <id>/blog/introducing_setup_teardown/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1360,7 +1360,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/airflow-2.6.0/" rel="alternate"/>
     <id>/blog/airflow-2.6.0/</id>
     <published>2023-04-30T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1420,7 +1420,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/airflow-2.5.0/" rel="alternate"/>
     <id>/blog/airflow-2.5.0/</id>
     <published>2022-12-02T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1456,7 +1456,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow-2.4.0/" rel="alternate"/>
     <id>/blog/airflow-2.4.0/</id>
     <published>2022-09-19T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1561,7 +1561,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow-survey-2022/" rel="alternate"/>
     <id>/blog/airflow-survey-2022/</id>
     <published>2022-06-17T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3252,7 +3252,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow_summit_2022/" rel="alternate"/>
     <id>/blog/airflow_summit_2022/</id>
     <published>2022-05-16T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3277,7 +3277,7 @@ communities to watch the event and network.</p>
     <link href="/blog/airflow-2.3.0/" rel="alternate"/>
     <id>/blog/airflow-2.3.0/</id>
     <published>2022-04-30T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3379,7 +3379,7 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
     <link href="/blog/airflow-2.2.0/" rel="alternate"/>
     <id>/blog/airflow-2.2.0/</id>
     <published>2021-10-11T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3435,7 +3435,7 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
     <link href="/blog/airflow_summit_2021/" rel="alternate"/>
     <id>/blog/airflow_summit_2021/</id>
     <published>2021-03-21T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3457,7 +3457,7 @@ participate in its development.</p>
     <link href="/blog/airflow-survey-2020/" rel="alternate"/>
     <id>/blog/airflow-survey-2020/</id>
     <published>2021-03-09T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4782,7 +4782,7 @@ to share their experience and tools.</p>
     <link href="/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
     <id>/blog/airflow-two-point-oh-is-here/</id>
     <published>2020-12-17T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4876,7 +4876,7 @@ Docs on <a 
href="http://airflow.apache.org/docs/apache-airflow-providers/package
     <link href="/blog/experience-with-airflow-as-an-outreachy-intern/" 
rel="alternate"/>
     <id>/blog/experience-with-airflow-as-an-outreachy-intern/</id>
     <published>2020-08-30T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4937,7 +4937,7 @@ community that has been made my summer, one to 
remember.</p>
     <link href="/blog/airflow-1.10.12/" rel="alternate"/>
     <id>/blog/airflow-1.10.12/</id>
     <published>2020-08-25T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5058,7 +5058,7 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu, 
dewaldabrie, pulsar314, retornam,
     <link href="/blog/apache-airflow-for-newcomers/" rel="alternate"/>
     <id>/blog/apache-airflow-for-newcomers/</id>
     <published>2020-08-17T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5171,7 +5171,7 @@ and <a href="https://github.com/turbaszek";>Tomek</a> for 
all their support. I&rs
     <link href="/blog/implementing-stable-api-for-apache-airflow/" 
rel="alternate"/>
     <id>/blog/implementing-stable-api-for-apache-airflow/</id>
     <published>2020-07-19T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5257,7 +5257,7 @@ wonderful reviews. I&rsquo;m grateful.</p>
     <link href="/blog/airflow-1.10.10/" rel="alternate"/>
     <id>/blog/airflow-1.10.10/</id>
     <published>2020-04-09T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5400,7 +5400,7 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have 
been in progress in anoth
     <link href="/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
     <id>/blog/airflow-1.10.8-1.10.9/</id>
     <published>2020-02-23T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5455,7 +5455,7 @@ for 1.10.* series but would no longer be available from 
Airflow 2.0</p>
     <link 
href="/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" 
rel="alternate"/>
     
<id>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
     <published>2019-12-20T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5553,7 +5553,7 @@ After a lot of trial and error, we arrived at a version 
with which both of us co
     <link href="/blog/airflow-survey/" rel="alternate"/>
     <id>/blog/airflow-survey/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6356,7 +6356,7 @@ declare DAGs.</p>
     <link href="/blog/announcing-new-website/" rel="alternate"/>
     <id>/blog/announcing-new-website/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6388,7 +6388,7 @@ and that its improved accessibility increases adoption 
and use of Apache Airflow
     <link 
href="/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/"
 rel="alternate"/>
     
<id>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6403,7 +6403,7 @@ and that its improved accessibility increases adoption 
and use of Apache Airflow
     <link href="/blog/documenting-using-local-development-environments/" 
rel="alternate"/>
     <id>/blog/documenting-using-local-development-environments/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6442,7 +6442,7 @@ a team for 3 months.</p>
     <link href="/blog/its-a-breeze-to-develop-apache-airflow/" 
rel="alternate"/>
     <id>/blog/its-a-breeze-to-develop-apache-airflow/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-12T00:40:41Z</updated>
+    <updated>2026-03-12T06:43:39Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index 9c0a39acfa..71314c8a33 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -39,13 +39,13 @@
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   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
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b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index b16ce0b3a9..1d784c8ef0 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
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@@ -39,14 +39,14 @@
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   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
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   <meta itemprop="wordCount" content="124">
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b/blog/tags/airflow-summit/index.html
index c9581d13e9..6ab9119c7d 100644
--- a/blog/tags/airflow-summit/index.html
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@@ -43,7 +43,7 @@
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b/blog/tags/airflow-summit/index.xml
index bdb2f43a76..5da9bd27d9 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
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Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
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index f6f0f792f1..c3bdbca36a 100644
--- a/blog/tags/community/index.html
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-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
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diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index 166e2d423b..a6120be09d 100644
--- a/blog/tags/community/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
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-    <lastBuildDate>Thu, 12 Mar 2026 00:40:41 +0100</lastBuildDate>
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diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 33e2612d34..f60e0f5577 100644
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index 0eed01c2f2..e2145696e6 100644
--- a/blog/tags/development/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 00:40:41 +0100</lastBuildDate>
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diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 72f970291d..b2a8201c65 100644
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b/blog/tags/documentation/index.xml
index 444f68435a..75bbd009b6 100644
--- a/blog/tags/documentation/index.xml
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@@ -6,7 +6,7 @@
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Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 00:40:41 +0100</lastBuildDate>
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Airflow</title>
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index 8cdcfe8dbc..9f140ee465 100644
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index 317aebab71..1dca95950a 100644
--- a/blog/tags/release/index.xml
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@@ -6,7 +6,7 @@
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     <language>en</language>
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index 24c3e43fe8..999a26fb02 100644
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index fd5870015c..05d218cf0e 100644
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index 37f40442c8..1fe93dfb04 100644
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index 2d4669034d..212c30c1d1 100644
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index bd2967fa0b..f0a1139f5d 100644
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       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index e668430b28..76140851a8 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.xml 
b/blog/tags/vulnerabilities/index.xml
index bd7e9e87af..ef340decba 100644
--- a/blog/tags/vulnerabilities/index.xml
+++ b/blog/tags/vulnerabilities/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Vulnerabilities on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 00:40:41 +0100</lastBuildDate>
+    <lastBuildDate>Thu, 12 Mar 2026 06:43:39 +0530</lastBuildDate>
     <atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Vulnerability in long deprecated OpenID authentication method in 
Flask AppBuilder</title>
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 99fa520c64..46ab581afc 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index 4603b7f008..bfa7727bcf 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="560">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 88493ab5c3..4513f3a2e1 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Logo SVGs (light): Horizontal, 
Small, Icon Logo SVGs (dark): Horizontal, Small, Icon Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="43">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 8c2756ed3c..bcd817b7c8 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL 
(airflowctl) is a command-lin
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache 
Airflow Core, which includes webserver, scheduler, CLI and other components 
that are needed for minimal Airflow installation. Read the documentation »
 Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a 
command-line interface (CLI) for Apache Airflow that interacts exclusively with 
the Airflow REST API. It provides a secure, auditable, and consistent way to 
manage Airflow deployments — without direct access to the metadata database. 
Read the documentation »">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="587">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index ab137fae6f..46601d9d78 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="2190">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index 2273059df4..5ad1b6e1a6 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index 487a0a8e29..ab804db4d3 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index b7370eb2ad..26e6cde543 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index 7a00068d3a..c926a3ee0a 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 8fc362cd82..b5548ae89b 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index 543456a08b..37c246fe71 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,236 +3,236 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2025/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
+    <lastmod>2026-03-12T06:43:39+05:30</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
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     <loc>/roadmap/</loc>
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   </url><url>
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-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
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   </url><url>
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-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
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   </url><url>
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-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
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   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
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   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2026-03-12T00:40:41+01:00</lastmod>
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   </url><url>
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   </url>
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diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl 
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diff --git a/survey/index.html b/survey/index.html
index 4422900578..54f8b05e22 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.">
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+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/tags/index.html b/tags/index.html
index 0fccd85e62..b1f81d4ecf 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="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/tags/index.xml b/tags/index.xml
index f050ceff26..eeab087dae 100644
--- a/tags/index.xml
+++ b/tags/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Tags on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Thu, 12 Mar 2026 00:40:41 +0100</lastBuildDate>
+    <lastBuildDate>Thu, 12 Mar 2026 06:43:39 +0530</lastBuildDate>
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       <title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index b8ec89f5bd..39b2a4a3b0 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index a8f0c1561a..eb7ef5cdff 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 346a3b6bd6..2e385fd775 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 9b074b5724..6e77fced85 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 1e23422531..b02ad17362 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content="Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 6c6d6a5455..f54b56a7c3 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 9fb97c25be..51bcb3a3a6 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content="Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="291">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 0886151387..77a8da8050 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 24f4f0166b..c71de362cc 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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
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diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 096fd10132..889866cda3 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content="Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 3f84f6f825..1f440e673d 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">
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+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on d [...]
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 071f4b716c..b72e8a64df 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 7a142b16ff..98f8a55ed6 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 01ebee5a2a..7e56e986ce 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at 
Seniorlink, we provide services, support, and technology that engages family 
caregivers. One of our focuses is using data to bolster our knowledge and 
improve the experience of our users. Like many looking to build an effective 
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the 
business, deploying these data services in AWS using a mixture of EMR, ECS, 
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up 
with one monolithic batch process with many smaller satellite jobs. Given the 
scale and quantity of jobs, we began to lose transparency as to what was 
happening. Additionally, many jobs were launched in a single EMR cluster and so 
tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 d078564264..0c4c73a995 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &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="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 099dfb41c3..e15048eebc 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <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 c27d9b1709..adff8fbdd8 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="2026-03-12T00:40:41+01:00">
+    <meta property="article:modified_time" content="2026-03-12T06:43:39+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-  <meta itemprop="dateModified" content="2026-03-12T00:40:41+01:00">
+  <meta itemprop="dateModified" content="2026-03-12T06:43:39+05:30">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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