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The following commit(s) were added to refs/heads/publish by this push:
     new 9bcd1fbd0a Docs updated via 
refs/heads/main:bcdf9d175f287a966eda900d6c46b1e1de276738
9bcd1fbd0a is described below

commit 9bcd1fbd0aaaeca3d3a091ce73fc7a52fe60342f
Author: GitHub Actions <[email protected]>
AuthorDate: Sat Jan 10 16:47:15 2026 +0000

    Docs updated via refs/heads/main:bcdf9d175f287a966eda900d6c46b1e1de276738
---
 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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 blog/airflow-2.10.0/index.html                     |   4 +-
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 blog/airflow-2.3.0/index.html                      |   4 +-
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 blog/airflow-2.7.0/index.html                      |   4 +-
 blog/airflow-2.8.0/index.html                      |   4 +-
 blog/airflow-2.9.0/index.html                      |   4 +-
 blog/airflow-3.1.0/index.html                      |   4 +-
 blog/airflow-survey-2020/index.html                |   4 +-
 blog/airflow-survey-2022/index.html                |   4 +-
 blog/airflow-survey-2023/index.html                |   4 +-
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 blog/airflow-survey/index.html                     |   4 +-
 blog/airflow-three-point-oh-is-here/index.html     |   4 +-
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 blog/announcing-new-website/index.html             |   4 +-
 blog/apache-airflow-for-newcomers/index.html       |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 .../index.html                                     |   4 +-
 blog/fab-oid-vulnerability/index.html              |   4 +-
 .../index.html                                     |   4 +-
 blog/index.html                                    |   2 +-
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 .../index.html                                     |   4 +-
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 blog/tags/survey/index.xml                         |   2 +-
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 blog/tags/users/index.xml                          |   2 +-
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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                                        | 152 ++++++++++-----------
 survey/index.html                                  |   2 +-
 tags/index.html                                    |   2 +-
 tags/index.xml                                     |   2 +-
 use-cases/adjoe/index.html                         |   4 +-
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 87 files changed, 213 insertions(+), 213 deletions(-)

diff --git a/announcements/index.html b/announcements/index.html
index 8f83b7f382..ce656e4eb0 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -47,7 +47,7 @@ David Blain (@dabla) Sriraj Dheeraj Turaga (@dheerajturaga) 
Yeonguk Choo (@choo1
 Thanks to all the contributors who made this possible.
 December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4 
🎉">
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content="2024-04-08T00:00:00+00:00">
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   <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="2026-01-09T18:00:08+05:30">
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diff --git a/blog/airflow-3.1.0/index.html b/blog/airflow-3.1.0/index.html
index 9dffd87381..941544a452 100644
--- a/blog/airflow-3.1.0/index.html
+++ b/blog/airflow-3.1.0/index.html
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diff --git a/blog/airflow-survey-2020/index.html 
b/blog/airflow-survey-2020/index.html
index f2fc32873b..aaa3ba5922 100644
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   <meta itemprop="name" content="Airflow Survey 2020">
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users as well as in an amount of active contributors. So listening and 
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-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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b/blog/airflow-survey-2022/index.html
index 0ada08fea1..b895004e56 100644
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   <meta itemprop="name" content="Airflow Survey 2022">
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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="2026-01-09T18:00:08+05:30">
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diff --git a/blog/airflow-survey-2023/index.html 
b/blog/airflow-survey-2023/index.html
index 21ee24580f..172a95ed12 100644
--- a/blog/airflow-survey-2023/index.html
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+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
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   <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="2026-01-09T18:00:08+05:30">
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diff --git a/blog/airflow-survey-2024/index.html 
b/blog/airflow-survey-2024/index.html
index fb191acb69..07a237ae66 100644
--- a/blog/airflow-survey-2024/index.html
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+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
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   <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="2026-01-09T18:00:08+05:30">
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index 90fcf54562..31acd4eac7 100644
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   <meta itemprop="name" content="Airflow Survey 2019">
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feedback is a must. Let’s see who Airflow users are, how they play with it, and 
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-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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b/blog/airflow-three-point-oh-is-here/index.html
index 8e204e67a5..dfe28634e5 100644
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     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Apache Airflow® 3 is Generally Available!">
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b/blog/airflow-two-point-oh-is-here/index.html
index 3e76d46ad1..33c3600243 100644
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   <meta itemprop="name" content="Apache Airflow 2.0 is here!">
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diff --git a/blog/airflow_summit_2021/index.html 
b/blog/airflow_summit_2021/index.html
index 3482a5388d..e34208231e 100644
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b/blog/airflow_summit_2022/index.html
index e839fed1f5..f94180a4b2 100644
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diff --git a/blog/airflowctl-0.1.0/index.html b/blog/airflowctl-0.1.0/index.html
index 1f7cf389b6..8453f3602d 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. 
Apache Airflow CTL aka airflowctl 0.1.0 is released! Secure way to manage your 
Apache Airflow deployments with ease.">
   <meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/announcing-new-website/index.html 
b/blog/announcing-new-website/index.html
index 81b8cb13fe..c0a9de3cda 100644
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+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
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   <meta itemprop="name" content="New Airflow website">
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   <meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/apache-airflow-for-newcomers/index.html 
b/blog/apache-airflow-for-newcomers/index.html
index 1477c42e1e..9d4756467c 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 
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, 
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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 9c77b83b08..61a5d3ca3d 100644
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a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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   <meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights 
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committers and contributors from the ApacheCon Europe 2019. Get to know the ASF 
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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 68c7bc9385..6f8266fa8f 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">
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content="2019-12-20T00:00:00+00:00">
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@@ -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">
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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 95754673e4..fcc3a83d8e 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">
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content="2020-08-30T00:00:00+00:00">
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@@ -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">
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
index b373e23059..8413183b8d 100644
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   <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">
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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 198992b759..65864c70db 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
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diff --git a/blog/introducing_setup_teardown/index.html 
b/blog/introducing_setup_teardown/index.html
index b9dccca770..e0259fc001 100644
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   <meta itemprop="name" content="Introducing Setup and Teardown tasks">
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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 63ec2c0eec..abc9421007 100644
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Airflow">
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b/blog/tags/airflow-summit/index.html
index 98ef66774d..a95514a0a5 100644
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diff --git a/blog/tags/airflow-summit/index.xml 
b/blog/tags/airflow-summit/index.xml
index 0c7c3e3242..a769fe46c6 100644
--- a/blog/tags/airflow-summit/index.xml
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Airflow</description>
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index 72d5d70be2..2eabb02ce1 100644
--- a/blog/tags/community/index.html
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diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index 0688abf28e..991982ca32 100644
--- a/blog/tags/community/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
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index 47663f0cdf..a7d9e095ff 100644
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diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index 1dfe650e7f..d4b686b98d 100644
--- a/blog/tags/development/index.xml
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     <generator>Hugo</generator>
     <language>en</language>
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     <item>
       <title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html 
b/blog/tags/documentation/index.html
index cc9dbcdc82..7d559e2679 100644
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diff --git a/blog/tags/documentation/index.xml 
b/blog/tags/documentation/index.xml
index e272361236..d521931876 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>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
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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 67dcc4ab08..910774eba7 100644
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diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index c5fafc2ab0..197ab5e279 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
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     <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 90beeb19d4..2e77c255e0 100644
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-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index 948e528178..a2e1cbc38f 100644
--- a/blog/tags/rest-api/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
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index 14c081bdc1..d8d612f1af 100644
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diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index 251308dfe5..1243d206de 100644
--- a/blog/tags/survey/index.xml
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@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
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index 2ed9fe2ae4..dd5371c94c 100644
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-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index bb89505db9..ebf7ddfdbf 100644
--- a/blog/tags/users/index.xml
+++ b/blog/tags/users/index.xml
@@ -6,7 +6,7 @@
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     <generator>Hugo</generator>
     <language>en</language>
-    <lastBuildDate>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
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diff --git a/blog/tags/vulnerabilities/index.html 
b/blog/tags/vulnerabilities/index.html
index fcf096a715..59eb3c9a40 100644
--- a/blog/tags/vulnerabilities/index.html
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@@ -35,7 +35,7 @@
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   <meta itemprop="description" content="Platform created by the community to 
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   <meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/tags/vulnerabilities/index.xml 
b/blog/tags/vulnerabilities/index.xml
index 1597f2be5b..b9a6214118 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>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
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     <atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self" 
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     <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 506f4d31fd..b2483f3c3c 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="1576">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/index.html b/community/index.html
index 72ae150a48..c387f7b4e5 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="560">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/community/resources/index.html b/community/resources/index.html
index 2dfb28ed87..318564f2bc 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="31">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/docs/index.html b/docs/index.html
index 646a2ae7a8..d10ee8ddb1 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="586">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/ecosystem/index.html b/ecosystem/index.html
index ab5b07c677..53988cf123 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="2073">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/index.html b/index.html
index fff59750bc..f1aa7f7c97 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/meetups/index.html b/meetups/index.html
index e1a5b99173..511ac9b054 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index bb5aff0f44..67eca035ea 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="13">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/roadmap/index.html b/roadmap/index.html
index 79f79a0c97..d518ab4b21 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="734">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/search/index.html b/search/index.html
index f753b82300..d85c8c00d1 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Search Results">
   <meta itemprop="description" content="Platform created by the community to 
programmatically author, schedule and monitor workflows.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/sitemap.xml b/sitemap.xml
index fc7d8da429..1fca06bf0e 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
   xmlns:xhtml="http://www.w3.org/1999/xhtml";>
   <url>
     <loc>/docs/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflowctl-0.1.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/release/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/tags/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-3.1.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-three-point-oh-is-here/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2024/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/community/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/survey/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/users/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.10.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.9.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/vulnerabilities/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/fab-oid-vulnerability/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.8.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2023/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.7.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/introducing_setup_teardown/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.6.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.5.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.4.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2022/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/airflow-summit/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2022/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.3.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-2.2.0/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow_summit_2021/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-survey-2020/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-two-point-oh-is-here/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.12/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/apache-airflow-for-newcomers/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/announcements/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </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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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/airflow-1.10.8-1.10.9/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/documentation/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
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   </url><url>
     <loc>/blog/airflow-survey/</loc>
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   </url><url>
     <loc>/blog/announcing-new-website/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blog/tags/development/</loc>
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   </url><url>
     <loc>/blog/documenting-using-local-development-environments/</loc>
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   </url><url>
     <loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/community/resources/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/survey/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/adjoe/</loc>
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   </url><url>
     <loc>/use-cases/adobe/</loc>
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   </url><url>
     <loc>/use-cases/adyen/</loc>
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   </url><url>
     <loc>/use-cases/big-fish-games/</loc>
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   </url><url>
     <loc>/blocktype/</loc>
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   </url><url>
     <loc>/blog/</loc>
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   </url><url>
     <loc>/use-cases/business_operations/</loc>
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   </url><url>
     <loc>/categories/</loc>
   </url><url>
     <loc>/code-of-conduct/</loc>
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   </url><url>
     <loc>/community/</loc>
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   </url><url>
     <loc>/use-cases/dish/</loc>
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   </url><url>
     <loc>/ecosystem/</loc>
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   </url><url>
     <loc>/use-cases/etl_analytics/</loc>
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   </url><url>
     <loc>/use-cases/experity/</loc>
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   </url><url>
     <loc>/</loc>
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   </url><url>
     <loc>/use-cases/infrastructure-management/</loc>
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+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/meetups/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/mlops/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/onefootball/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/plarium-krasnodar/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/privacy-notice/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/suse/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/roadmap/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/search/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/seniorlink/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/sift/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/snapp/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2026-01-09T18:00:08+05:30</lastmod>
+    <lastmod>2026-01-10T22:14:15+05:30</lastmod>
   </url>
 </urlset>
diff --git a/survey/index.html b/survey/index.html
index ad792f20ed..742e0868e1 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="12">
   <meta itemprop="image" content="/images/feature-image.png">
 
diff --git a/tags/index.html b/tags/index.html
index 11d1721072..72ffecf150 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="2025-10-15T00:00:00+00:00">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/tags/index.xml b/tags/index.xml
index 9203780646..12b2ba19c0 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>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
+    <lastBuildDate>Sat, 10 Jan 2026 22:14:15 +0530</lastBuildDate>
     <atom:link href="/tags/index.xml" rel="self" type="application/rss+xml" />
     <item>
       <title>Release</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 4420ca549f..804298abce 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="adjoe">
   <meta itemprop="description" content="What was the problem? Before adopting 
Airflow at adjoe, we handled job scheduling in two main ways: by setting up 
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had 
their benefits, they also came with limitations, especially when it came to 
managing more complex workloads. As our data science teams needs evolved, it 
became clear that we needed a more robust and flexible orchestration tool.
 How did Apache Airflow help to solve this problem? With the creation of a new 
AWS environment for the data science teams, we introduced Airflow on Kubernetes 
as our primary orchestration solution, addressing both stability and 
scalability requirements.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="258">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index e5dbba0e7d..26d7d256b3 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adobe">
   <meta itemprop="description" content="What was the problem? Modern big data 
platforms need sophisticated data pipelines connecting to many backend services 
enabling complex workflows. These workflows need to be deployed, monitored, and 
run either on regular schedules or triggered by external events. Adobe 
Experience Platform component services architected and built an orchestration 
service to enable their users to author, schedule, and monitor complex 
hierarchical (including sequential [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="251">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 08781779f9..5434666004 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Adyen">
   <meta itemprop="description" content="What was the problem? Many years ago 
we started out with our own orchestration framework. Due to all the required 
custom functionality it made sense at the time. However, quickly we realized 
creating an orchestration tool is not to be underestimated. With the quickly 
increasing number of users and teams, time spent on fixing issues increased, 
severely limiting development speed. Furthermore, due to it not being open 
source, we constantly had to mak [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="405">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index b73a681327..dcb38fef3f 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Big Fish Games">
   <meta itemprop="description" content="What was the problem? The main 
challenge is the lack of standardized ETL workflow orchestration tools. 
PowerShell and Python-based ETL frameworks built in-house are currently used 
for scheduling and running analytical workloads. However, there is no web UI 
through which we can monitor these workflows and it requires additional effort 
to maintain this framework. These scheduled jobs based on external dependencies 
are not well suited to modern Big Da [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="336">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 8e3f0254f0..e0607a7316 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Business Operations">
   <meta itemprop="description" content="Use Airflow for Business operations 
pipelines Airflow can be the starting point for your business idea! For many 
companies, Airflow delivers the data that powers their core business 
applications. Whether you need to aggregate user data to power personalized 
recommendations, display analytics in a user-facing dashboard, or prepare the 
input data for an LLM, Airflow is the perfect orchestrator.
 This video shows an example of using Airflow to run the pipelines that power a 
customer-facing analytics dashboard. You can find the code shown in this 
example here.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="425">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 119c2dc527..17854f5634 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Dish">
   <meta itemprop="description" content="What was the problem? We faced 
increasing complexity managing lengthy crontabs with scheduling being an issue, 
this required carefully planning timing due to resource constraints, usage 
patterns, and especially custom code needed for retry logic. In the last case, 
having to verify success of previous jobs and/or steps prior to running the 
next. Furthermore, time to results is important, but we were increasingly 
relying on buffers for processing, wh [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="248">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index ab06e1fc37..2037fd653b 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="ETL/ELT">
   <meta itemprop="description" content="Use Airflow for ETL/ELT pipelines 
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines 
are the most common use case for Apache Airflow. 90% of respondents in the 2023 
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use 
cases.
 The video below shows a simple ETL/ELT pipeline in Airflow that extracts 
climate data from a CSV file, as well as weather data from an API, runs 
transformations and then loads the results into a database to power a 
dashboard.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="291">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 34075db523..c67a0b30fa 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
   <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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Experity">
   <meta itemprop="description" content="What was the problem? We had to deploy 
our complex, flagship app to multiple nodes in multiple ways. This required 
tasks to communicate across Windows nodes and coordinate timing perfectly. We 
did not want to buy an expensive enterprise scheduling tool and needed ultimate 
flexibility.
 How did Apache Airflow help to solve this problem? Ultimately we decided 
flexible, multi-node, DAG capable tooling was key and airflow was one of the 
few tools that fit that bill. Having it based on open source and python were 
large factors that upheld our core principles. At the time, Airflow was missing 
a windows hook and operator so we contributed the WinRM hook and operator back 
to the community. Given its flexibility we also use DAG generators to have our 
metadata drive our DAGs and [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="191">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 1ad721c89f..dbb024085c 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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="image" content="/images/feature-image.png">
 
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 5fb302d6ec..5f600f3ddb 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Infrastructure Management">
   <meta itemprop="description" content="Use Airflow for Infrastructure 
Management Airflow can interact with any API, which makes it a great tool to 
manage your infrastructure, such as Kubernetes or Spark clusters running in any 
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special 
type of task with intelligent behavior to spin up and tear down infrastructure 
at the exact time you need it.
 Infrastructure management is often needed within the context of other use 
cases, such as MLOps, or implementing data quality checks. This video shows an 
example of how it might be used for an MLOps pipeline. You can find the code 
shown in this example here.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="310">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 5d8743c960..1f6770b080 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="MLOps">
   <meta itemprop="description" content="Use Airflow for Machine Learning 
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term 
encompassing everything needed to run machine learning models in production. 
MLOps is a rapidly evolving field with many different best practices and 
behavioral patterns, with Apache Airflow providing tool agnostic orchestration 
capabilities for all steps. An emerging subset of MLOps is Large Language Model 
Operations (LLMOps), which focuses on d [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="376">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 91771c4a2c..50fd30b241 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Onefootball">
   <meta itemprop="description" content="What was the problem? With millions of 
daily active users, managing the complexity of data engineering at Onefootball 
is a constant challenge. Lengthy crontabs, multiplication of custom API 
clients, erosion of confidence in the analytics served, increasing heroism 
(“only one person can solve this issue”). Those are the challenges that most 
teams face unless they consciously invest in their tools and processes.
 On top of that, new data tools appear each month: third party data sources, 
cloud providers solutions, different storage technologies… Managing all those 
integrations is costly and brittle, especially for small data engineering teams 
that are trying to do more with less.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="294">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 8fae566b7a..fcbbe25c23 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Plarium Krasnodar">
   <meta itemprop="description" content="What was the problem? Our Research 
&amp; Development department carries out various experiments, and in all of 
them, we need to create workflow orchestrations for solving tasks in game dev. 
Previously, we didn’t have any suitable tools with a sufficient number of 
built-in functions, and we had to orchestrate processes manually and entirely 
from scratch every time. This led to difficulties with dependencies and 
monitoring when building complex workf [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="257">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index cee8bbc58c..daef0a89bc 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">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
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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="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="400">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 166ab9b867..f90614bc8c 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Sift">
   <meta itemprop="description" content="What was the problem? At Sift, we’re 
constantly training machine learning models that feed into the core of Sift’s 
Digital Trust &amp; Safety platform. The platform gives our customers a way to 
discern suspicious online behavior from trustworthy behavior, allowing our 
customers to protect their online transactions, maintain the integrity of their 
content platforms, and keep their users’ accounts secure. To make this 
possible, we’ve built model trai [...]
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 3e971a0590..a79bb75dd9 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="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="Snapp">
   <meta itemprop="description" content="What was the problem? As the Map team 
at Snapp, one of the largest and fastest-growing internet companies in the 
Middle East, we have experienced significant growth over the past couple of 
years, expanding from a team of 7 to a team of 60. However, with this growth 
came the realization that some of our crucial tasks were being performed 
manually. This manual approach consumed valuable time and hindered our ability 
to execute these tasks efficiently.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="641">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 9a41be7b3f..2b5b05a9fa 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">
   <meta property="og:type" content="article">
     <meta property="article:section" content="use-cases">
-    <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
+    <meta property="article:modified_time" content="2026-01-10T22:14:15+05:30">
     <meta property="og:image" content="/images/feature-image.png">
 
   <meta itemprop="name" content="RancherBySUSE">
   <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-  <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
+  <meta itemprop="dateModified" content="2026-01-10T22:14:15+05:30">
   <meta itemprop="wordCount" content="361">
   <meta itemprop="image" content="/images/feature-image.png">
   <meta itemprop="keywords" content="Testimonial">

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