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The following commit(s) were added to refs/heads/publish by this push:
     new 468344bc06 Docs updated via 
refs/heads/main:f1bed25eb048d87fe7f636f044e3edfb30392986
468344bc06 is described below

commit 468344bc063b4534d7b972db87ccc65a21208d1a
Author: GitHub Actions <[email protected]>
AuthorDate: Wed Mar 4 19:38:29 2026 +0000

    Docs updated via refs/heads/main:f1bed25eb048d87fe7f636f044e3edfb30392986
---
 announcements/index.html                           |   2 +-
 blocktype/index.html                               |   2 +-
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 blocktype/use-case/index.html                      |   2 +-
 blog/airflow-1.10.10/index.html                    |   4 +-
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 favicon.ico                                        | Bin 1150 -> 15342 bytes
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 favicons/android-icon-144x144.png                  | Bin 9948 -> 8296 bytes
 favicons/android-icon-192x192.png                  | Bin 13664 -> 11496 bytes
 favicons/android-icon-36x36.png                    | Bin 2117 -> 1952 bytes
 favicons/android-icon-48x48.png                    | Bin 2870 -> 2530 bytes
 favicons/android-icon-72x72.png                    | Bin 4463 -> 3803 bytes
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 favicons/tile310x310.png                           | Bin 23579 -> 19518 bytes
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 index.html                                         |   2 +-
 meetups/index.html                                 |   2 +-
 privacy-notice/index.html                          |   2 +-
 roadmap/index.html                                 |   2 +-
 search/index.html                                  |   4 +-
 sitemap.xml                                        | 154 ++++++++++-----------
 .../sphinx_airflow_theme-0.3.0-py3-none-any.whl    | Bin 446165 -> 446165 bytes
 .../sphinx_airflow_theme-0.3.0.tar.gz              | Bin 431779 -> 431784 bytes
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
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 118 files changed, 269 insertions(+), 251 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 9a3bca7f01..df022273f2 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -47,7 +47,7 @@ Thanks to all the contributors who made this possible.
 January 14, 2026 Airflow PMC welcomes new PMC members:
 Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) January 13, 2026 We’ve 
just released Airflow 3.1.6 and Task SDK 1.1.6 🎉">
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index b3b22fe799..c50168d4a6 100644
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index 60445448db..d8f83e8b16 100644
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index 53095cb82d..bee3e7a438 100644
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   <meta itemprop="name" content="Apache Airflow 2.8.0 is here">
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index 63cecb82b6..9a522ef661 100644
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   <meta itemprop="name" content="Apache Airflow 2.9.0: Dataset and UI 
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index 3c54f69690..333ccb2112 100644
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diff --git a/blog/airflow-survey-2020/index.html 
b/blog/airflow-survey-2020/index.html
index bf6a26227e..0655933037 100644
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diff --git a/blog/airflow-survey-2022/index.html 
b/blog/airflow-survey-2022/index.html
index 503d43693e..25f6bf291f 100644
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b/blog/airflow-survey-2023/index.html
index 4187e8bbc5..94029bf960 100644
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b/blog/airflow-survey-2024/index.html
index 905c01be6e..fa22cf83aa 100644
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b/blog/airflow-survey-2025/index.html
index 69ebee00c5..b55b589a81 100644
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index 6df868368a..aa1a163033 100644
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   <meta itemprop="name" content="Apache Airflow® 3 is Generally Available!">
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diff --git a/blog/airflow_summit_2021/index.html 
b/blog/airflow_summit_2021/index.html
index d21efd2147..236838e718 100644
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b/blog/airflow_summit_2022/index.html
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index 3041bc2670..753de80a91 100644
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content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
 
   <meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
   <meta itemprop="description" content="A new way of using API in Airflow. 
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Apache Airflow deployments with ease.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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b/blog/announcing-new-website/index.html
index 2f13430759..9445dc0641 100644
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   <meta itemprop="name" content="New Airflow website">
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-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 2987f2ac6c..6744ca9210 100644
--- a/blog/apache-airflow-for-newcomers/index.html
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
   <meta property="og:type" content="article">
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content="2020-08-17T00:00:00+00:00">
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy 
to author workflows
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programmatically author, schedule, and monitor workflows. A workflow is a 
sequence of tasks that processes a set of data. You can think of workflow as 
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 Authoring Workflow in Apache Airflow. Airflow makes it easy to author 
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and Airflow will execute them according to the task’s relationships and 
dependencies. If task B depends on the successful execution of another task A, 
it means Airflow will run task A and only r [...]
   <meta itemprop="datePublished" content="2020-08-17T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="1070">
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diff --git 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index f317bca094..c14f68d3ce 100644
--- 
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ 
b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
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content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
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     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights 
by Airflow Committers">
   <meta itemprop="description" content="Here come some thoughts by Airflow 
committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
community!">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="138">
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diff --git a/blog/documenting-using-local-development-environments/index.html 
b/blog/documenting-using-local-development-environments/index.html
index 35b4015ac1..37cac3cbae 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Documenting using local development 
environment">
   <meta itemprop="description" content="The story behind documenting local 
development environment of Apache Airflow">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="256">
   <meta itemprop="image" content="/images/feature-image.png">
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diff --git 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 111a75418d..36b56635e1 100644
--- 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ 
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-12-20T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="article:tag" content="Documentation">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well 
as my blog for the
   <meta itemprop="description" content="I came across Google Season of Docs 
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter 
addiction. I was familiar with the Google Summer of Code but not with this 
program. It turns out it was the inaugural phase. I read the details, and the 
process felt a lot like GSoC except that this was about documentation.
 About Me I have been writing tech articles on medium as well as my blog for 
the past 1.5 years. Blogging helps me test my understanding of the concepts as 
untangling the toughest of ideas in simple sentences requires a considerable 
time investment.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="1521">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Documentation">
diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html 
b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index 136a23e027..608db82373 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -32,7 +32,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2020-08-30T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="article:tag" content="Community">
     <meta property="og:image" content="/images/feature-image.png">
 
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a 
project under an or
   <meta itemprop="description" content="Outreachy is a program which organises 
three months paid internships with FOSS projects for people who are typically 
underrepresented in those projects.
 Contribution Period The first thing I had to do was choose a project under an 
organisation. After going through all the projects I chose “Extending the REST 
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I 
thought it would be easier to get started with the contributions. The next step 
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze. 
Since I had never contributed to FOSS before so this part was overwhelming but 
there were plenty  [...]
   <meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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   <meta itemprop="wordCount" content="528">
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index 651432ae86..0849fff222 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -31,14 +31,14 @@
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     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2024-02-26T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="article:tag" content="Vulnerabilities">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Vulnerability in long deprecated OpenID 
authentication method in Flask AppBuilder">
   <meta itemprop="description" content="Advising users who still use a 
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to 
Apache Airflow 2.8.2">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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   <meta itemprop="wordCount" content="638">
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diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html 
b/blog/implementing-stable-api-for-apache-airflow/index.html
index f4bfd9ca1d..213aafc989 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
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@@ -31,14 +31,14 @@
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+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="article:tag" content="REST API">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Implementing Stable API for Apache Airflow">
   <meta itemprop="description" content="An Outreachy intern&#39;s progress 
report on contributing to Apache Airflow REST API.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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diff --git a/blog/index.html b/blog/index.html
index 6c9caa1ce8..7c4fe3ca35 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Blog">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
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diff --git a/blog/index.xml b/blog/index.xml
index d69359cc25..e1d94b761d 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
 <id>/blog/</id>
 
 
-  <updated>2026-03-04T15:17:33Z</updated>
+  <updated>2026-03-04T20:35:18Z</updated>
 
 
   <entry>
@@ -16,7 +16,7 @@
     <link href="/blog/airflow-survey-2025/" rel="alternate"/>
     <id>/blog/airflow-survey-2025/</id>
     <published>2026-01-22T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -38,7 +38,7 @@
     <link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
     <id>/blog/airflowctl-0.1.0/</id>
     <published>2025-10-15T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -200,7 +200,7 @@ The secure CLI foundation lays the groundwork for Airflow’s 
next generation. A
     <link href="/blog/airflow-3.1.0/" rel="alternate"/>
     <id>/blog/airflow-3.1.0/</id>
     <published>2025-09-25T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -385,7 +385,7 @@ human-centered. We can&rsquo;t wait to see what you build 
with it!</p>
     <link href="/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
     <id>/blog/airflow-three-point-oh-is-here/</id>
     <published>2025-04-22T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -791,7 +791,7 @@ Let’s build the future of data orchestration—together.</p>
     <link href="/blog/airflow-survey-2024/" rel="alternate"/>
     <id>/blog/airflow-survey-2024/</id>
     <published>2025-02-27T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -813,7 +813,7 @@ Let’s build the future of data orchestration—together.</p>
     <link href="/blog/airflow-2.10.0/" rel="alternate"/>
     <id>/blog/airflow-2.10.0/</id>
     <published>2024-08-08T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -937,7 +937,7 @@ executor = 
&#39;LocalExecutor,KubernetesExecutor,my.custom.module.ExecutorClass:
     <link href="/blog/airflow-2.9.0/" rel="alternate"/>
     <id>/blog/airflow-2.9.0/</id>
     <published>2024-04-08T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1059,7 +1059,7 @@ xcom_objectstorage_compression = gzip
     <link href="/blog/fab-oid-vulnerability/" rel="alternate"/>
     <id>/blog/fab-oid-vulnerability/</id>
     <published>2024-02-26T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1146,7 +1146,7 @@ where Flask AppBuilder is also used.</p>
     <link href="/blog/airflow-2.8.0/" rel="alternate"/>
     <id>/blog/airflow-2.8.0/</id>
     <published>2023-12-15T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1227,7 +1227,7 @@ We care for your security, and &ldquo;secure by 
default&rdquo; is one of the thi
     <link href="/blog/airflow-survey-2023/" rel="alternate"/>
     <id>/blog/airflow-survey-2023/</id>
     <published>2023-09-21T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1246,7 +1246,7 @@ We care for your security, and &ldquo;secure by 
default&rdquo; is one of the thi
     <link href="/blog/airflow-2.7.0/" rel="alternate"/>
     <id>/blog/airflow-2.7.0/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1309,7 +1309,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/introducing_setup_teardown/" rel="alternate"/>
     <id>/blog/introducing_setup_teardown/</id>
     <published>2023-08-18T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1358,7 +1358,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/airflow-2.6.0/" rel="alternate"/>
     <id>/blog/airflow-2.6.0/</id>
     <published>2023-04-30T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1418,7 +1418,7 @@ The following providers have been moved and require 
certain minimum providers ve
     <link href="/blog/airflow-2.5.0/" rel="alternate"/>
     <id>/blog/airflow-2.5.0/</id>
     <published>2022-12-02T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1454,7 +1454,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow-2.4.0/" rel="alternate"/>
     <id>/blog/airflow-2.4.0/</id>
     <published>2022-09-19T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -1559,7 +1559,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow-survey-2022/" rel="alternate"/>
     <id>/blog/airflow-survey-2022/</id>
     <published>2022-06-17T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3250,7 +3250,7 @@ c. Everything runs in one process, so you can put a 
breakpoint in your IDE, and
     <link href="/blog/airflow_summit_2022/" rel="alternate"/>
     <id>/blog/airflow_summit_2022/</id>
     <published>2022-05-16T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3275,7 +3275,7 @@ communities to watch the event and network.</p>
     <link href="/blog/airflow-2.3.0/" rel="alternate"/>
     <id>/blog/airflow-2.3.0/</id>
     <published>2022-04-30T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3377,7 +3377,7 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
     <link href="/blog/airflow-2.2.0/" rel="alternate"/>
     <id>/blog/airflow-2.2.0/</id>
     <published>2021-10-11T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3433,7 +3433,7 @@ Sade&rsquo;s &ldquo;Smooth Operator&rdquo;. Enjoy!</li>
     <link href="/blog/airflow_summit_2021/" rel="alternate"/>
     <id>/blog/airflow_summit_2021/</id>
     <published>2021-03-21T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -3455,7 +3455,7 @@ participate in its development.</p>
     <link href="/blog/airflow-survey-2020/" rel="alternate"/>
     <id>/blog/airflow-survey-2020/</id>
     <published>2021-03-09T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4780,7 +4780,7 @@ to share their experience and tools.</p>
     <link href="/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
     <id>/blog/airflow-two-point-oh-is-here/</id>
     <published>2020-12-17T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4874,7 +4874,7 @@ Docs on <a 
href="http://airflow.apache.org/docs/apache-airflow-providers/package
     <link href="/blog/experience-with-airflow-as-an-outreachy-intern/" 
rel="alternate"/>
     <id>/blog/experience-with-airflow-as-an-outreachy-intern/</id>
     <published>2020-08-30T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -4935,7 +4935,7 @@ community that has been made my summer, one to 
remember.</p>
     <link href="/blog/airflow-1.10.12/" rel="alternate"/>
     <id>/blog/airflow-1.10.12/</id>
     <published>2020-08-25T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5056,7 +5056,7 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu, 
dewaldabrie, pulsar314, retornam,
     <link href="/blog/apache-airflow-for-newcomers/" rel="alternate"/>
     <id>/blog/apache-airflow-for-newcomers/</id>
     <published>2020-08-17T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5169,7 +5169,7 @@ and <a href="https://github.com/turbaszek";>Tomek</a> for 
all their support. I&rs
     <link href="/blog/implementing-stable-api-for-apache-airflow/" 
rel="alternate"/>
     <id>/blog/implementing-stable-api-for-apache-airflow/</id>
     <published>2020-07-19T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5255,7 +5255,7 @@ wonderful reviews. I&rsquo;m grateful.</p>
     <link href="/blog/airflow-1.10.10/" rel="alternate"/>
     <id>/blog/airflow-1.10.10/</id>
     <published>2020-04-09T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5398,7 +5398,7 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have 
been in progress in anoth
     <link href="/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
     <id>/blog/airflow-1.10.8-1.10.9/</id>
     <published>2020-02-23T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5453,7 +5453,7 @@ for 1.10.* series but would no longer be available from 
Airflow 2.0</p>
     <link 
href="/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" 
rel="alternate"/>
     
<id>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
     <published>2019-12-20T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -5551,7 +5551,7 @@ After a lot of trial and error, we arrived at a version 
with which both of us co
     <link href="/blog/airflow-survey/" rel="alternate"/>
     <id>/blog/airflow-survey/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6354,7 +6354,7 @@ declare DAGs.</p>
     <link href="/blog/announcing-new-website/" rel="alternate"/>
     <id>/blog/announcing-new-website/</id>
     <published>2019-12-11T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6386,7 +6386,7 @@ and that its improved accessibility increases adoption 
and use of Apache Airflow
     <link 
href="/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/"
 rel="alternate"/>
     
<id>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6401,7 +6401,7 @@ and that its improved accessibility increases adoption 
and use of Apache Airflow
     <link href="/blog/documenting-using-local-development-environments/" 
rel="alternate"/>
     <id>/blog/documenting-using-local-development-environments/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
@@ -6440,7 +6440,7 @@ a team for 3 months.</p>
     <link href="/blog/its-a-breeze-to-develop-apache-airflow/" 
rel="alternate"/>
     <id>/blog/its-a-breeze-to-develop-apache-airflow/</id>
     <published>2019-11-22T00:00:00Z</published>
-    <updated>2026-03-04T15:17:33Z</updated>
+    <updated>2026-03-04T20:35:18Z</updated>
     <author>
       <name>Apache Airflow</name>
     </author>
diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index 840fee7dfb..02f45f3ecb 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -31,13 +31,13 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2023-08-18T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Introducing Setup and Teardown tasks">
   <meta itemprop="description" content="An introduction to Setup and Teardown 
tasks, which are new in Apache Airflow 2.7.0">
   <meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="678">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html 
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index 738c579a65..46edbc107a 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -31,14 +31,14 @@
   <meta property="og:type" content="article">
     <meta property="article:section" content="blog">
     <meta property="article:published_time" 
content="2019-11-22T00:00:00+00:00">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="article:tag" content="Development">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="It&#39;s a &#34;Breeze&#34; to develop Apache 
Airflow">
   <meta itemprop="description" content="A Principal Software Engineer&#39;s 
journey to developer productivity. Learn how Jarek and his team sped up and 
simplified Airflow development for the community.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="124">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Development">
diff --git a/blog/tags/airflow-summit/index.html 
b/blog/tags/airflow-summit/index.html
index b22504b441..5c2f74f920 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Airflow Summit">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/airflow-summit/index.xml 
b/blog/tags/airflow-summit/index.xml
index b11fcdde90..3c97fd29f1 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Airflow Summit on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/airflow-summit/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Summit 2022</title>
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index 0935c60fa5..29f3219bd3 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index fee334f6b6..a131cdd399 100644
--- a/blog/tags/community/index.xml
+++ b/blog/tags/community/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Community on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/community/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 86e6767b20..b700f20d55 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Development">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index f645489f44..08c333c6a0 100644
--- a/blog/tags/development/index.xml
+++ b/blog/tags/development/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Development on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/development/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index 2ea220e335..d4c92571cd 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/documentation/index.xml 
b/blog/tags/documentation/index.xml
index 3b13bbc8ee..01ee76b15f 100644
--- a/blog/tags/documentation/index.xml
+++ b/blog/tags/documentation/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Documentation on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/documentation/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Experience in Google Season of Docs 2019 with Apache 
Airflow</title>
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index e0ac6b9d87..dc5ac4cd2c 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Release">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index 9a4a5ccbdc..d119c95937 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Release on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/release/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Apache Airflow CTL aka airflowctl 0.1.0</title>
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 3b3a9a8e9a..7f66c3a140 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="REST API">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index a6bb232730..1a62ce6e14 100644
--- a/blog/tags/rest-api/index.xml
+++ b/blog/tags/rest-api/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in REST API on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/rest-api/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Implementing Stable API for Apache Airflow</title>
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 960f6b081b..d7015f061c 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Survey">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index c9d34afe33..c038374ebc 100644
--- a/blog/tags/survey/index.xml
+++ b/blog/tags/survey/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Survey on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/survey/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index ca2182ed48..321c8dc4ae 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Users">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index d7af94c82b..0580a2f033 100644
--- a/blog/tags/users/index.xml
+++ b/blog/tags/users/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Users on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/users/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Airflow Survey 2025</title>
diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index e111dd595f..e3618d0d71 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Vulnerabilities">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/blog/tags/vulnerabilities/index.xml 
b/blog/tags/vulnerabilities/index.xml
index 493f7d727d..87fd6c205f 100644
--- a/blog/tags/vulnerabilities/index.xml
+++ b/blog/tags/vulnerabilities/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Vulnerabilities on Apache 
Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
     <atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self" 
type="application/rss+xml" />
     <item>
       <title>Vulnerability in long deprecated OpenID authentication method in 
Flask AppBuilder</title>
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index a264c8e8cf..787952bf13 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache 
Foundation’s Code
   <meta itemprop="name" content="Code of Conduct">
   <meta itemprop="description" content="Community Code of Conduct All Airflow 
Community groups abide by The Apache Software Foundation’s (ASF) Code of 
Conduct . Below, please find a breakdown of how that code applies to Airflow 
Slack and in-person Meetups
 Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code 
of Conduct . In addition to those primary guidelines, these policies are 
specifically for Airflow Slack. The Airflow Slack community contains 
40,000&#43; members and continues to grow. Because this community is run by the 
very practitioners who build in Airflow daily, our members feel a sense of 
camaraderie, ownership, and comfortability here.  ">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index 5361e26624..c888619f30 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Community">
   <meta itemprop="description" content="Want to contribute? Join the Dev list 
The Dev list is the preferred channel for announcements, proposals and votes. 
Manage your subscription:">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="560">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 48634043d7..9a1a33fb0e 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="community">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow">
   <meta itemprop="description" content="Promo Materials Download official 
Apache Airflow branding materials, including logos and banners, to accurately 
represent and promote the project. Airflow logos Logo SVGs (light): Horizontal, 
Small, Icon Logo SVGs (dark): Horizontal, Small, Icon Brandbook Drawio Diagrams 
Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="43">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 641449ff35..4561ec3f68 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL 
(airflowctl) is a command-lin
   <meta itemprop="name" content="Documentation">
   <meta itemprop="description" content="Documentation Apache Airflow® Apache 
Airflow Core, which includes webserver, scheduler, CLI and other components 
that are needed for minimal Airflow installation. Read the documentation »
 Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a 
command-line interface (CLI) for Apache Airflow that interacts exclusively with 
the Airflow REST API. It provides a secure, auditable, and consistent way to 
manage Airflow deployments — without direct access to the metadata database. 
Read the documentation »">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="586">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index ae7276c940..751d7e2c33 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please 
reach out to the Apach
   <meta itemprop="name" content="Ecosystem">
   <meta itemprop="description" content=" Ecosystem These resources and 
services are not maintained, nor endorsed by the Apache Airflow® Community and 
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use 
them at your sole discretion. The community does not verify the licences nor 
validity of those tools, so it’s your responsibility to verify them.
 If you would you like to be included on this page, please reach out to the 
Apache Airflow dev or user mailing list and let us know or simply open a Pull 
Request to that page.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="2190">
   <meta itemprop="image" content="/images/feature-image.png">
 
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index 94e96b70ad..43f5aab7f8 100644
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diff --git a/favicons/favicon.svg b/favicons/favicon.svg
new file mode 100644
index 0000000000..9706df2abb
--- /dev/null
+++ b/favicons/favicon.svg
@@ -0,0 +1,18 @@
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xmlns="http://www.w3.org/2000/svg";>
+<g clip-path="url(#clip0)">
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+<rect width="175" height="175" fill="white"/>
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+</defs>
+</svg>
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diff --git a/index.html b/index.html
index b42f7ce3f0..a7c111cc2a 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Home">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index ead2324546..9f0bf2573a 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Meetups">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 9f036138ed..62ec814c8d 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Privacy notice">
   <meta itemprop="description" content="Privacy Notice The website follows the 
Privacy Policy of the Apache Software Foundation.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index c7d88775fd..d15787455a 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
   <meta itemprop="name" content="Roadmap">
   <meta itemprop="description" content="TODO: Roadmap page is temporarily 
hidden. When the content is ready, re-add the page by putting the following 
code in the frontmatter:
 --- title: &#34;Roadmap&#34; linkTitle: &#34;Roadmap&#34; showSideNav: false 
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around 
(it may not be very intuitive for everyone at first) is that this Airflow 
Python script is really just a configuration file specifying the DAG’s 
structure as code. The actual tasks defined here will run in a different 
context from the context of this script. Different tasks run on different 
workers at different points in time, which  [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index 7d663c9894..37b45cfb27 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
   <meta property="og:description" content="Platform created by the community 
to programmatically author, schedule and monitor workflows.">
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index b90a76bab4..479df67b8c 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,236 +3,236 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2025/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/announcements/</loc>
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   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
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   </url><url>
     <loc>/blog/tags/rest-api/</loc>
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   </url><url>
     <loc>/blog/airflow-1.10.10/</loc>
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<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
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<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
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   </url><url>
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     <loc>/use-cases/infrastructure-management/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
     <loc>/meetups/</loc>
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   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
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   </url><url>
     <loc>/use-cases/suse/</loc>
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   </url><url>
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   </url><url>
     <loc>/search/</loc>
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   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
     <loc>/use-cases/sift/</loc>
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   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
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   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2026-03-04T15:17:33+01:00</lastmod>
+    <lastmod>2026-03-04T20:35:18+01:00</lastmod>
   </url>
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diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl 
b/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl
index b5d178317e..bbe624a6c3 100644
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diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0.tar.gz 
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index 180b281dc7..25feca9a22 100644
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diff --git a/survey/index.html b/survey/index.html
index bf6f75bb26..09050469de 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
 
   <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="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
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   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/tags/index.html b/tags/index.html
index 642a8d8fcc..0a14535867 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -35,7 +35,7 @@
   <meta itemprop="name" content="Tags">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
   <meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/tags/index.xml b/tags/index.xml
index f84adc7005..61ac049ed2 100644
--- a/tags/index.xml
+++ b/tags/index.xml
@@ -6,7 +6,7 @@
     <description>Recent content in Tags on Apache Airflow</description>
     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Wed, 04 Mar 2026 15:17:33 +0100</lastBuildDate>
+    <lastBuildDate>Wed, 04 Mar 2026 20:35:18 +0100</lastBuildDate>
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       <title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 8ab539ae65..2c517ede5f 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the 
creation of a new AW
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index 4d8af24b92..3bd68158e5 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 822dd0be56..8e2026851b 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index 16c79bc5a1..1b08c22ce8 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 00561dc1d5..135aaff823 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content="Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="425">
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   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index f0bc11726c..4803f2fd38 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index d3af833d20..61bdaabde7 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content="Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index fc72a73bba..f43150c6ae 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
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     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy 
our complex, flagship app to multiple nodes in multiple ways. This required 
tasks to communicate across Windows nodes and coordinate timing perfectly. We 
did not want to buy an expensive enterprise scheduling tool and needed ultimate 
flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided 
flexible, multi-node, DAG capable tooling was key and airflow was one of the 
few tools that fit that bill. Having it based on open source and python were 
large factors that upheld our core principles. At the time, Airflow was missing 
a windows hook and operator so we contributed the WinRM hook and operator back 
to the community. Given its flexibility we also use DAG generators to have our 
metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 9b7ed08d96..e01f16fbaf 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
 
   <meta itemprop="name" content="Use Cases">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
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diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 7687c69a21..78e6ddf54c 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the 
context of other use cases,
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content="Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index fb040bde58..d0596d1626 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on d [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index b0da9bcc3d..a37648bea2 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third 
party data sources, clou
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of 
daily active users, managing the complexity of data engineering at Onefootball 
is a constant challenge. Lengthy crontabs, multiplication of custom API 
clients, erosion of confidence in the analytics served, increasing heroism 
(“only one person can solve this issue”). Those are the challenges that most 
teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, 
cloud providers solutions, different storage technologies… Managing all those 
integrations is costly and brittle, especially for small data engineering teams 
that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index dca6495d48..8b123fb0b5 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&amp; Development department carries out various experiments, and in all of 
them, we need to create workflow orchestrations for solving tasks in game dev. 
Previously, we didn’t have any suitable tools with a sufficient number of 
built-in functions, and we had to orchestrate processes manually and entirely 
from scratch every time. This led to difficulties with dependencies and 
monitoring when building complex workf [...]
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 807f3b0a09..25063a6656 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver 
value to the business,
   <meta property="og:locale" content="en">
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   <meta itemprop="name" content="Seniorlink">
   <meta itemprop="description" content="What was the problem? Here at 
Seniorlink, we provide services, support, and technology that engages family 
caregivers. One of our focuses is using data to bolster our knowledge and 
improve the experience of our users. Like many looking to build an effective 
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
 We had built a robust stack of batch processes to deliver value to the 
business, deploying these data services in AWS using a mixture of EMR, ECS, 
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up 
with one monolithic batch process with many smaller satellite jobs. Given the 
scale and quantity of jobs, we began to lose transparency as to what was 
happening. Additionally, many jobs were launched in a single EMR cluster and so 
tightly coupled that a failure in o [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
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   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index fcc6f58480..3106d0123c 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &amp; Safety platform. The platform gives our customers a way to 
discern suspicious online behavior from trustworthy behavior, allowing our 
customers to protect their online transactions, maintain the integrity of their 
content platforms, and keep their users’ accounts secure. To make this 
possible, we’ve built model trai [...]
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
+  <meta itemprop="dateModified" content="2026-03-04T20:35:18+01:00">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 46b88e1126..fb64f4269d 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
   <meta property="og:locale" content="en">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
+    <meta property="article:modified_time" content="2026-03-04T20:35:18+01:00">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2026-03-04T15:17:33+01:00">
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   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 3036adb9d8..af309e8f86 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the 
installation of several librar
   <meta property="og:locale" content="en">
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-    <meta property="article:modified_time" content="2026-03-04T15:17:33+01:00">
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     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
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   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">


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