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

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


The following commit(s) were added to refs/heads/publish by this push:
     new e42eab6a6a Docs updated via 
refs/heads/main:51689e7d4f66f40a3a8f9fdf6dbaad2577a1670e
e42eab6a6a is described below

commit e42eab6a6a3caae3f35a17395e18aba7d37b8b90
Author: GitHub Actions <[email protected]>
AuthorDate: Mon Nov 3 05:52:46 2025 +0000

    Docs updated via refs/heads/main:51689e7d4f66f40a3a8f9fdf6dbaad2577a1670e
---
 404.html                                           |   2 +-
 announcements/index.html                           |   4 +-
 blocktype/index.html                               |   4 +-
 blocktype/testimonial/index.html                   |   4 +-
 blocktype/use-case/index.html                      |   4 +-
 blog/airflow-1.10.10/index.html                    |   6 +-
 blog/airflow-1.10.12/index.html                    |   6 +-
 blog/airflow-1.10.8-1.10.9/index.html              |   6 +-
 blog/airflow-2.10.0/index.html                     |   6 +-
 blog/airflow-2.2.0/index.html                      |   6 +-
 blog/airflow-2.3.0/index.html                      |   6 +-
 blog/airflow-2.4.0/index.html                      |   6 +-
 blog/airflow-2.5.0/index.html                      |   6 +-
 blog/airflow-2.6.0/index.html                      |   6 +-
 blog/airflow-2.7.0/index.html                      |   6 +-
 blog/airflow-2.8.0/index.html                      |   6 +-
 blog/airflow-2.9.0/index.html                      |   6 +-
 blog/airflow-3.1.0/index.html                      |   6 +-
 blog/airflow-survey-2020/index.html                |   6 +-
 blog/airflow-survey-2022/index.html                |   6 +-
 blog/airflow-survey-2023/index.html                |   6 +-
 blog/airflow-survey-2024/index.html                |   6 +-
 blog/airflow-survey/index.html                     |   6 +-
 blog/airflow-three-point-oh-is-here/index.html     |   6 +-
 blog/airflow-two-point-oh-is-here/index.html       |   6 +-
 blog/airflow_summit_2021/index.html                |   6 +-
 blog/airflow_summit_2022/index.html                |   6 +-
 blog/announcing-new-website/index.html             |   6 +-
 blog/apache-airflow-for-newcomers/index.html       |   6 +-
 .../index.html                                     |   6 +-
 .../index.html                                     |   6 +-
 .../index.html                                     |   6 +-
 .../index.html                                     |   6 +-
 blog/fab-oid-vulnerability/index.html              |   6 +-
 .../index.html                                     |   6 +-
 blog/index.html                                    |   4 +-
 blog/introducing_setup_teardown/index.html         |   6 +-
 .../index.html                                     |   6 +-
 blog/tags/airflow-summit/index.html                |   4 +-
 blog/tags/community/index.html                     |   4 +-
 blog/tags/development/index.html                   |   4 +-
 blog/tags/documentation/index.html                 |   4 +-
 blog/tags/release/index.html                       |   4 +-
 blog/tags/rest-api/index.html                      |   4 +-
 blog/tags/survey/index.html                        |   4 +-
 blog/tags/users/index.html                         |   4 +-
 blog/tags/vulnerabilities/index.html               |   4 +-
 categories/index.html                              |   2 +-
 code-of-conduct/index.html                         |   4 +-
 community/index.html                               |   4 +-
 community/resources/index.html                     |   6 +-
 docs/index.html                                    |   4 +-
 ecosystem/index.html                               |   4 +-
 index.html                                         |   4 +-
 meetups/index.html                                 |   4 +-
 privacy-notice/index.html                          |   4 +-
 roadmap/index.html                                 |   4 +-
 search/index.html                                  |   6 +-
 sitemap.xml                                        | 150 ++++++++++-----------
 survey/index.html                                  |   4 +-
 tags/index.html                                    |   4 +-
 use-cases/adjoe/index.html                         |   6 +-
 use-cases/adobe/index.html                         |   6 +-
 use-cases/adyen/index.html                         |   6 +-
 use-cases/big-fish-games/index.html                |   6 +-
 use-cases/business_operations/index.html           |   6 +-
 use-cases/dish/index.html                          |   6 +-
 use-cases/etl_analytics/index.html                 |   6 +-
 use-cases/experity/index.html                      |   6 +-
 use-cases/index.html                               |   4 +-
 use-cases/infrastructure-management/index.html     |   6 +-
 use-cases/mlops/index.html                         |   6 +-
 use-cases/onefootball/index.html                   |   6 +-
 use-cases/plarium-krasnodar/index.html             |   6 +-
 use-cases/seniorlink/index.html                    |   6 +-
 use-cases/sift/index.html                          |   6 +-
 use-cases/snapp/index.html                         |   6 +-
 use-cases/suse/index.html                          |   6 +-
 78 files changed, 277 insertions(+), 277 deletions(-)

diff --git a/404.html b/404.html
index 019003e2d4..a106a8ffcc 100644
--- a/404.html
+++ b/404.html
@@ -100,7 +100,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/announcements/index.html b/announcements/index.html
index b0d49d1d50..e2df9d7ce1 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -57,7 +57,7 @@ PMC members:
 Vincent Beck (@vincbeck) Wei Lee (@Lee-W) Committer:
 Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 We’ve just released 
Apache Airflow 3.1.0 and Task SDK 1.1.0.">
   <meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="5523">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -118,7 +118,7 @@ Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 
We’ve just released
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blocktype/index.html b/blocktype/index.html
index 848e19e077..577e393c6d 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Blocktype">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 9c4516b7e1..c91fdb4ee1 100644
--- a/blocktype/testimonial/index.html
+++ b/blocktype/testimonial/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Testimonial">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blocktype/use-case/index.html b/blocktype/use-case/index.html
index f16feabb63..5e527bafb6 100644
--- a/blocktype/use-case/index.html
+++ b/blocktype/use-case/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Use-Case">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-1.10.10/index.html b/blog/airflow-1.10.10/index.html
index db37f67309..465c1e99ea 100644
--- a/blog/airflow-1.10.10/index.html
+++ b/blog/airflow-1.10.10/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-04-09T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.10">
   <meta itemprop="description" content="We are happy to present Apache Airflow 
1.10.10">
   <meta itemprop="datePublished" content="2020-04-09T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1142">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-1.10.12/index.html b/blog/airflow-1.10.12/index.html
index 0f4bba8d45..c94ba7a0d6 100644
--- a/blog/airflow-1.10.12/index.html
+++ b/blog/airflow-1.10.12/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-25T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 1.10.12">
   <meta itemprop="description" content="We are happy to present Apache Airflow 
1.10.12">
   <meta itemprop="datePublished" content="2020-08-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="911">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
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 5fa9a8daf5..5ee23b6a39 100644
--- a/blog/airflow-1.10.8-1.10.9/index.html
+++ b/blog/airflow-1.10.8-1.10.9/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-02-23T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="437">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.10.0/index.html b/blog/airflow-2.10.0/index.html
index 1c59d408db..e8653e480c 100644
--- a/blog/airflow-2.10.0/index.html
+++ b/blog/airflow-2.10.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-08-08T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.10.0 is here">
   <meta itemprop="description" content="Apache Airflow 2.10.0 is a 
game-changer, with powerful Dataset improvements and the groundbreaking Hybrid 
Executor, set to redefine your workflow capabilities!">
   <meta itemprop="datePublished" content="2024-08-08T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1041">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.2.0/index.html b/blog/airflow-2.2.0/index.html
index 4709fb1ddc..42b46c06e2 100644
--- a/blog/airflow-2.2.0/index.html
+++ b/blog/airflow-2.2.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2021-10-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="What&#39;s new in Apache Airflow 2.2.0">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.2.0 has been released.">
   <meta itemprop="datePublished" content="2021-10-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="658">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.3.0/index.html b/blog/airflow-2.3.0/index.html
index 5a6ba233b2..002b905d42 100644
--- a/blog/airflow-2.3.0/index.html
+++ b/blog/airflow-2.3.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-04-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.3.0 is here">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.3.0 has been released.">
   <meta itemprop="datePublished" content="2022-04-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="708">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.4.0/index.html b/blog/airflow-2.4.0/index.html
index b8efde56f7..3d0353000c 100644
--- a/blog/airflow-2.4.0/index.html
+++ b/blog/airflow-2.4.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-09-19T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.4.0: That Data Aware 
Release">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.4.0 has been released with many exciting improvements.">
   <meta itemprop="datePublished" content="2022-09-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="849">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.5.0/index.html b/blog/airflow-2.5.0/index.html
index 4ce8fc0ca8..dfeca5cb03 100644
--- a/blog/airflow-2.5.0/index.html
+++ b/blog/airflow-2.5.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-12-02T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.5.0: Tick-Tock">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.5.0 has been released with many quality of life changes.">
   <meta itemprop="datePublished" content="2022-12-02T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="391">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.6.0/index.html b/blog/airflow-2.6.0/index.html
index 8a7709c2c9..f273738482 100644
--- a/blog/airflow-2.6.0/index.html
+++ b/blog/airflow-2.6.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-04-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="what&#39;s new in Apache Airflow 2.6.0">
   <meta itemprop="description" content="Apache Airflow 2.6.0 has been 
released!">
   <meta itemprop="datePublished" content="2023-04-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="535">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.7.0/index.html b/blog/airflow-2.7.0/index.html
index b545163bb8..077dc50c2f 100644
--- a/blog/airflow-2.7.0/index.html
+++ b/blog/airflow-2.7.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-08-18T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.7.0 is here">
   <meta itemprop="description" content="Apache Airflow 2.7.0 has been 
released!">
   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="816">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.8.0/index.html b/blog/airflow-2.8.0/index.html
index 407512f65f..375232a034 100644
--- a/blog/airflow-2.8.0/index.html
+++ b/blog/airflow-2.8.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-12-15T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.8.0 is here">
   <meta itemprop="description" content="Introducing Apache Airflow 2.8.0: 
Enhanced with New Features and Significant Improvements">
   <meta itemprop="datePublished" content="2023-12-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="730">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-2.9.0/index.html b/blog/airflow-2.9.0/index.html
index 85451b8259..68d5b3c1fd 100644
--- a/blog/airflow-2.9.0/index.html
+++ b/blog/airflow-2.9.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-04-08T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.9.0: Dataset and UI 
Improvements">
   <meta itemprop="description" content="Apache Airflow 2.9.0 is here! Lots of 
exciting new Dataset and UI features/improvements this time around.">
   <meta itemprop="datePublished" content="2024-04-08T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1042">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-3.1.0/index.html b/blog/airflow-3.1.0/index.html
index 898d796ea0..679bac0140 100644
--- a/blog/airflow-3.1.0/index.html
+++ b/blog/airflow-3.1.0/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-09-25T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
 
   <meta itemprop="name" content="Apache Airflow 3.1.0: Human-Centered 
Workflows">
   <meta itemprop="description" content="Apache Airflow 3.1.0 introduces 
Human-in-the-Loop workflows, 17-language internationalization, deadline alerts, 
and React plugin system for data orchestration teams.">
   <meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1583">
   <meta itemprop="image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-survey-2020/index.html 
b/blog/airflow-survey-2020/index.html
index 5c0286db74..146a2b796d 100644
--- a/blog/airflow-survey-2020/index.html
+++ b/blog/airflow-survey-2020/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2021-03-09T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2020">
   <meta itemprop="description" content="We observe steady growth in number of 
users as well as in an amount of active contributors. So listening and 
understanding our community is of high importance.">
   <meta itemprop="datePublished" content="2021-03-09T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="2136">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
@@ -110,7 +110,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-survey-2022/index.html 
b/blog/airflow-survey-2022/index.html
index b49d501d23..b75b6ccf4b 100644
--- a/blog/airflow-survey-2022/index.html
+++ b/blog/airflow-survey-2022/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-06-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2022">
   <meta itemprop="description" content="2021 saw rapid adoption of Airflow 2, 
and continued growth of the community. This annual survey helps us understand 
how people are using Airflow, and where we can best focus our efforts going 
forward.">
   <meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="3866">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
@@ -110,7 +110,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-survey-2023/index.html 
b/blog/airflow-survey-2023/index.html
index ba0d93fa10..7e3f47edd0 100644
--- a/blog/airflow-survey-2023/index.html
+++ b/blog/airflow-survey-2023/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-09-21T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2023">
   <meta itemprop="description" content="Airflow 2 has seen rapid adoption, 
accompanied by continuous community growth. This annual survey helps us 
understand how people use Airflow and where we can best focus our efforts as we 
advance.">
   <meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="3">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
@@ -110,7 +110,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-survey-2024/index.html 
b/blog/airflow-survey-2024/index.html
index 913f0bcf3e..649693436d 100644
--- a/blog/airflow-survey-2024/index.html
+++ b/blog/airflow-survey-2024/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-02-27T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2024">
   <meta itemprop="description" content="With more than 5,250 responses from 
116 countries, this is the largest data engineering survey to date. Conducted 
annually, it offers valuable insights into Airflow usage and helps guide our 
future efforts.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="3">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
@@ -110,7 +110,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-survey/index.html b/blog/airflow-survey/index.html
index 1861270de6..c28da60e66 100644
--- a/blog/airflow-survey/index.html
+++ b/blog/airflow-survey/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Survey">
     <meta property="article:tag" content="Users">
@@ -48,7 +48,7 @@
   <meta itemprop="name" content="Airflow Survey 2019">
   <meta itemprop="description" content="Receiving and adjusting to our users’ 
feedback is a must. Let’s see who Airflow users are, how they play with it, and 
what they miss.">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1723">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Survey,Users">
@@ -110,7 +110,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-three-point-oh-is-here/index.html 
b/blog/airflow-three-point-oh-is-here/index.html
index bc76f724ad..685a3d6cd1 100644
--- a/blog/airflow-three-point-oh-is-here/index.html
+++ b/blog/airflow-three-point-oh-is-here/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2025-04-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow® 3 is Generally Available!">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 3.0.0 has been released.">
   <meta itemprop="datePublished" content="2025-04-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="2192">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow-two-point-oh-is-here/index.html 
b/blog/airflow-two-point-oh-is-here/index.html
index 53023d0a22..8c3e2b5215 100644
--- a/blog/airflow-two-point-oh-is-here/index.html
+++ b/blog/airflow-two-point-oh-is-here/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-12-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Release">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow 2.0 is here!">
   <meta itemprop="description" content="We&#39;re proud to announce that 
Apache Airflow 2.0.0 has been released.">
   <meta itemprop="datePublished" content="2020-12-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1165">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Release">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow_summit_2021/index.html 
b/blog/airflow_summit_2021/index.html
index 85366cd494..517ff42225 100644
--- a/blog/airflow_summit_2021/index.html
+++ b/blog/airflow_summit_2021/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2021-03-21T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Airflow Summit">
     <meta property="og:image" content="/images/feature-image.png">
@@ -47,7 +47,7 @@
   <meta itemprop="name" content="Airflow Summit 2021">
   <meta itemprop="description" content="We are thrilled about Airflow Summit 
2021!">
   <meta itemprop="datePublished" content="2021-03-21T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="77">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Airflow Summit">
@@ -109,7 +109,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/airflow_summit_2022/index.html 
b/blog/airflow_summit_2022/index.html
index 8e5603f8be..6382633ff7 100644
--- a/blog/airflow_summit_2022/index.html
+++ b/blog/airflow_summit_2022/index.html
@@ -39,7 +39,7 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2022-05-16T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="article:tag" content="Airflow Summit">
     <meta property="og:image" content="/images/feature-image.png">
@@ -47,7 +47,7 @@
   <meta itemprop="name" content="Airflow Summit 2022">
   <meta itemprop="description" content="Airflow Summit 2022 is here">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="129">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community,Airflow Summit">
@@ -109,7 +109,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/announcing-new-website/index.html 
b/blog/announcing-new-website/index.html
index 9b648f3995..66ba0c741c 100644
--- a/blog/announcing-new-website/index.html
+++ b/blog/announcing-new-website/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-11T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="New Airflow website">
   <meta itemprop="description" content="We are thrilled about our new 
website!">
   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="282">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 4e4094af77..2931fd82bd 100644
--- a/blog/apache-airflow-for-newcomers/index.html
+++ b/blog/apache-airflow-for-newcomers/index.html
@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-17T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1070">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
@@ -110,7 +110,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
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 834b74192f..39d2232f4c 100644
--- 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="138">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/documenting-using-local-development-environments/index.html 
b/blog/documenting-using-local-development-environments/index.html
index fead8bfeb6..1b01c7210b 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="256">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Development">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
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 19b6f63a67..19ecf7e568 100644
--- 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-20T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1521">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Documentation">
@@ -110,7 +110,7 @@ About Me I have been writing tech articles on medium as 
well as my blog for the
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
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 74ffa878e7..e3c415bc7d 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="528">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Community">
@@ -110,7 +110,7 @@ Contribution Period The first thing I had to do was choose 
a project under an or
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index e1c468f166..60409b4327 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-02-26T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Vulnerabilities">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="638">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Vulnerabilities">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html 
b/blog/implementing-stable-api-for-apache-airflow/index.html
index 7e6d069cbe..34270b801c 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-07-19T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="703">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="REST API">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/index.html b/blog/index.html
index ddddec08fd..0c584c8321 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Blog">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index d3313745f5..3ae01ce5cd 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -39,13 +39,13 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-08-18T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Introducing Setup and Teardown tasks">
   <meta itemprop="description" content="An introduction to Setup and Teardown 
tasks, which are new in Apache Airflow 2.7.0">
   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="678">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -106,7 +106,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html 
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index 9cf981e9c6..5c6d6a71e8 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -39,14 +39,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="It&#39;s a &#34;Breeze&#34; to develop Apache 
Airflow">
   <meta itemprop="description" content="A Principal Software Engineer&#39;s 
journey to developer productivity. Learn how Jarek and his team sped up and 
simplified Airflow development for the community.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="124">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Development">
@@ -108,7 +108,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/airflow-summit/index.html 
b/blog/tags/airflow-summit/index.html
index 3c324acfaa..f64a11743c 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Airflow Summit">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index a762fdd823..51bc104c1e 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 7a4756b3f7..fd70be8692 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Development">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 3674034f00..79af174a31 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index bc3dcc45c5..96de33e557 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Release">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 2a02b958f5..83ee2d389d 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="REST API">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 162c6935bc..e6617d0a6b 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Survey">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index c2af426cc6..a973b50254 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Users">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index 05aeef1370..cbc5270ff4 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Vulnerabilities">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/categories/index.html b/categories/index.html
index a520c56b4d..28a3f51e63 100644
--- a/categories/index.html
+++ b/categories/index.html
@@ -101,7 +101,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 27396e4486..3e109c3f7a 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -44,7 +44,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow 
Community groups abide by The Apache Software Foundation’s (ASF) Code of 
Conduct . Below, please find a breakdown of how that code applies to Airflow 
Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code 
of Conduct . In addition to those primary guidelines, these policies are 
specifically for Airflow Slack. The Airflow Slack community contains 
40,000&#43; members and continues to grow. Because this community is run by the 
very practitioners who build in Airflow daily, our members feel a sense of 
camaraderie, ownership, and comfortability here.  ">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -105,7 +105,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/community/index.html b/community/index.html
index 1e0467df6d..8f18296655 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content=" Want to contribute? Join the Dev list 
The Dev list is the preferred channel for announcements, proposals and votes. 
Manage your subscription: ">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="602">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/community/resources/index.html b/community/resources/index.html
index b41f5654c4..466cb3cb30 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content=" Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign ">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="31">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -104,7 +104,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/docs/index.html b/docs/index.html
index 82c8a27a37..c9c48eaf4a 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Task SDK The Task SDK provides python-native interfaces for 
defining DAGs, execu
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache 
Airflow Core, which includes webserver, scheduler, CLI and other components 
that are needed for minimal Airflow installation. Read the documentation »
 Task SDK The Task SDK provides python-native interfaces for defining DAGs, 
executing tasks in isolated subprocesses and interacting with Airflow resources 
(e.g., Connections, Variables, XComs, Metrics, Logs, and OpenLineage events) at 
runtime. The goal of task-sdk is to decouple DAG authoring from Airflow 
internals (Scheduler, API Server, etc.), providing a forward-compatible, stable 
interface for writing and maintaining DAGs across Airflow versions. Read the 
documentation »">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="538">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -105,7 +105,7 @@ Task SDK The Task SDK provides python-native interfaces for 
defining DAGs, execu
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 1ea4c8af7c..96dd2601a4 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,7 +44,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and 
services are not maintained, nor endorsed by the Apache Airflow® Community and 
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use 
them at your sole discretion. The community does not verify the licences nor 
validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the 
Apache Airflow dev or user mailing list and let us know or simply open a Pull 
Request to that page.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="2015">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -105,7 +105,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/index.html b/index.html
index 3590d29d96..810f19085e 100644
--- a/index.html
+++ b/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/meetups/index.html b/meetups/index.html
index 86cb1ea9e5..fc5854ea1a 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index a9efccff52..3adefbf8ab 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the 
Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/roadmap/index.html b/roadmap/index.html
index 6f0b4ebe08..b4c638450f 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -44,7 +44,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily 
hidden. When the content is ready, re-add the page by putting the following 
code in the frontmatter:
 --- title: &#34;Roadmap&#34; linkTitle: &#34;Roadmap&#34; showSideNav: false 
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around 
(it may not be very intuitive for everyone at first) is that this Airflow 
Python script is really just a configuration file specifying the DAG’s 
structure as code. The actual tasks defined here will run in a different 
context from the context of this script. Different tasks run on different 
workers at different points in time, which  [...]
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/search/index.html b/search/index.html
index 3141dbc048..17ad87c1b7 100644
--- a/search/index.html
+++ b/search/index.html
@@ -37,12 +37,12 @@
   <meta property="og:description" content="Platform created by the community 
to programmatically author, schedule and monitor workflows.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/sitemap.xml b/sitemap.xml
index d68d6084a6..df2c19f2ea 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/announcements/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/rest-api/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/announcing-new-website/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/survey/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adobe/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adyen/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blocktype/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blog/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/business_operations/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/community/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/dish/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/ecosystem/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/experity/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2025-11-02T22:39:39+01:00</lastmod>
+    <lastmod>2025-11-03T11:17:22+05:30</lastmod>
   </url>
 </urlset>
diff --git a/survey/index.html b/survey/index.html
index 3f918e011c..1e65f146aa 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="&lt;!DOCTYPE html&gt; Redirecting... 
If you are not redirected automatically, please click here. ">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="12">
   <meta itemprop="image" content="/images/feature-image.png">
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/tags/index.html b/tags/index.html
index f7d5c8fe6a..b3779fa385 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
   <meta itemprop="name" content="Tags">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -103,7 +103,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 36d035db9a..75500fc735 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -107,7 +107,7 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index da7c36ba21..b04d07f893 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 91d084359d..67f03e5b78 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 238eb9858f..fc81a11bac 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 7fb56cce7c..63c84c4418 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -39,13 +39,13 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content=" Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
@@ -107,7 +107,7 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 06692f8df1..f1237288c9 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index a838bd456f..e8638fdfa2 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -39,13 +39,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content=" Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard. You can find the code for this example here.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="300">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
@@ -107,7 +107,7 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index cc0c28919f..faf2c47fc2 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -107,7 +107,7 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/index.html b/use-cases/index.html
index 54be4fd665..3e6ed106b9 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -42,7 +42,7 @@
 
   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
@@ -102,7 +102,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 03338350c7..1a618c50eb 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -39,13 +39,13 @@ Infrastructure management is often needed within the 
context of other use cases,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
@@ -107,7 +107,7 @@ Infrastructure management is often needed within the 
context of other use cases,
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 0ce721be73..52389d4b28 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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  [...]
-  <meta itemprop="dateModified" content="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 5d977f3db1..44fbc83d8f 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -39,13 +39,13 @@ On top of that, new data tools appear each month: third 
party data sources, clou
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -107,7 +107,7 @@ On top of that, new data tools appear each month: third 
party data sources, clou
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 5e5cb5fad6..22bd9de445 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 8d8bdca46e..90a11874ce 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -39,13 +39,13 @@ We had built a robust stack of batch processes to deliver 
value to the business,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -107,7 +107,7 @@ We had built a robust stack of batch processes to deliver 
value to the business,
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index db404f8900..089a485607 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 8b05ef7665..825fdee74f 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -38,12 +38,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -105,7 +105,7 @@
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index f850c26979..58ef2ad2f9 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -39,13 +39,13 @@ The construction of these containers requires the 
installation of several librar
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2025-11-02T22:39:39+01:00">
+    <meta property="article:modified_time" content="2025-11-03T11:17:22+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="2025-11-02T22:39:39+01:00">
+  <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
@@ -107,7 +107,7 @@ The construction of these containers requires the 
installation of several librar
     
 
 
-<nav class="js-navbar-scroll navbar">p
+<nav class="js-navbar-scroll navbar">
 
     <div class="navbar__icon-container">
         <a href="/">

Reply via email to