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The following commit(s) were added to refs/heads/publish by this push:
     new 89f19b4634 Docs updated via 
refs/heads/main:8e56dcf4496c3ae595e2baab3aeef55be92214ae
89f19b4634 is described below

commit 89f19b46344832a0d727a1a1261009097490a1ce
Author: GitHub Actions <[email protected]>
AuthorDate: Thu Sep 11 21:28:38 2025 +0000

    Docs updated via refs/heads/main:8e56dcf4496c3ae595e2baab3aeef55be92214ae
---
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b/blog/airflow-survey-2024/index.html
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b/blog/airflow_summit_2021/index.html
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 54ffc2cc38..5f4a13df61 100644
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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 dced947140..80b29659b0 100644
--- 
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++ 
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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 edddfee607..53ea68fe14 100644
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a project under an or
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 <meta itemprop="name" content="Journey with Airflow as an Outreachy Intern">
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diff --git a/blog/fab-oid-vulnerability/index.html 
b/blog/fab-oid-vulnerability/index.html
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index 0a140061ae..90151aa720 100644
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index fdd9bf572b..af31687846 100644
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index 5c8b06215d..24a6121a88 100644
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 <meta itemprop="description" content="A Principal Software Engineer&#39;s 
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diff --git a/ecosystem/index.html b/ecosystem/index.html
index 99cd7def46..996f3b5c5e 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -439,7 +439,6 @@
 <p> </p>
 <h2 id="async-providers">Async Providers</h2>
 <p><a href="https://github.com/astronomer/astronomer-providers";>Astronomer 
Providers</a> - A collection of Async Operators and Sensors for Apache Airflow 
built and maintained by Astronomer.</p>
-<p><a href="https://github.com/astronomer/airflow-provider-kafka";>Airflow 
Kafka Provider</a> - Apache Airflow Kafka provider containing Deferrable 
Operators &amp; Sensors.</p>
 <p> </p>
 <h2 id="third-party-airflow-helm-charts">Third Party Airflow Helm Charts</h2>
 <p>Apache Airflow releases the <a 
href="https://airflow.apache.org/docs/helm-chart/stable/index.html";>Official 
Apache Airflow Community Chart</a> as of early 2021 but historically there were 
few other popular charts</p>
diff --git a/search/index.html b/search/index.html
index 93b2f1046c..9aa65d0370 100644
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index 2ebe4bf88d..52b1a07378 100644
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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>
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     <loc>/blocktype/testimonial/</loc>
-    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
+    <lastmod>2025-09-12T04:26:14+07:00</lastmod>
   </url><url>
     <loc>/use-cases/</loc>
-    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
+    <lastmod>2025-09-12T04:26:14+07:00</lastmod>
   </url><url>
     <loc>/blocktype/use-case/</loc>
-    <lastmod>2025-09-11T01:37:34+02:00</lastmod>
+    <lastmod>2025-09-12T04:26:14+07:00</lastmod>
   </url>
 </urlset>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 712ef75c48..6fb0e6d46a 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -37,12 +37,12 @@ How did Apache Airflow help to solve this problem?" />
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/adjoe/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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?">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="258"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index f5ffccd00a..c900955d1a 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/adobe/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 a [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="251"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 787b211328..fa3f36136e 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/adyen/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 make  [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="405"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/big-fish-games/index.html 
b/use-cases/big-fish-games/index.html
index cf8df64b66..10d29dfaf8 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/big-fish-games/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 Data [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="336"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/business_operations/index.html 
b/use-cases/business_operations/index.html
index 528540e1d4..eb8c268dbe 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -37,12 +37,12 @@ This video shows an example of using Airflow to run the 
pipelines that power a c
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/business_operations/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="425"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 7a6c7fa2d0..94bf9dc30d 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/dish/" /><meta property="og:image" 
content="/images/feature-image.png"/><meta property="article:section" 
content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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, wher [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="248"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/etl_analytics/index.html 
b/use-cases/etl_analytics/index.html
index 788e16f06e..b1e08f2db2 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -37,12 +37,12 @@ The video below shows a simple ETL/ELT pipeline in Airflow 
that extracts climate
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/etl_analytics/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="300"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 1064f7485c..982636104c 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -37,12 +37,12 @@ How did Apache Airflow help to solve this problem? 
Ultimately we decided flexibl
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/experity/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="191"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/infrastructure-management/index.html 
b/use-cases/infrastructure-management/index.html
index 923e9f4306..67866b75ad 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -37,12 +37,12 @@ Infrastructure management is often needed within the 
context of other use cases,
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/infrastructure-management/" 
/><meta property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="310"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index 866335293c..7d0bbc4c5b 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/mlops/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 de [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="376"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 8d0ac2a775..28c00a78cd 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -37,12 +37,12 @@ On top of that, new data tools appear each month: third 
party data sources, clou
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/onefootball/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 
(&ldquo;only one person can solve this issue&rdquo;). 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&hellip; Managing all 
those integrations is costly and brittle, especially for small data engineering 
teams that are trying to do more with less.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="294"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/plarium-krasnodar/index.html 
b/use-cases/plarium-krasnodar/index.html
index 1ca66dc458..423dd39997 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/plarium-krasnodar/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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&rsquo;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 w [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="257"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 75e5a6a191..bf0290f78e 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -37,12 +37,12 @@ We had built a robust stack of batch processes to deliver 
value to the business,
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/seniorlink/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="400"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 2af78ba6b3..a6044285c4 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/sift/" /><meta property="og:image" 
content="/images/feature-image.png"/><meta property="article:section" 
content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <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 traini [...]
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="641"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index 1a57657b6a..57099be6a6 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -36,11 +36,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/snapp/" /><meta 
property="og:image" content="/images/feature-image.png"/><meta 
property="article:section" content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <meta itemprop="name" content="Snapp">
 <meta itemprop="description" content="What was the problem? As the Map team at 
Snapp, one of the largest and fastest-growing internet companies in the Middle 
East, we have experienced significant growth over the past couple of years, 
expanding from a team of 7 to a team of 60. However, with this growth came the 
realization that some of our crucial tasks were being performed manually. This 
manual approach consumed valuable time and hindered our ability to execute 
these tasks efficiently.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="641"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index d649d3a165..cedc08e01b 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -37,12 +37,12 @@ The construction of these containers requires the 
installation of several librar
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/use-cases/suse/" /><meta property="og:image" 
content="/images/feature-image.png"/><meta property="article:section" 
content="use-cases" />
 
-<meta property="article:modified_time" content="2025-09-11T01:37:34+02:00" 
/><meta property="og:site_name" content="Apache Airflow" />
+<meta property="article:modified_time" content="2025-09-12T04:26:14+07:00" 
/><meta property="og:site_name" content="Apache Airflow" />
 
 <meta itemprop="name" content="RancherBySUSE">
 <meta itemprop="description" content="What was the problem? Our aim was to 
build, package, test and distribute curated and trusted containers at scale in 
an automated way. Those containers can be of any nature, meaning that we need a 
solution that allows us to build any kind of software with any kind of building 
tools like Maven, Rust, Java, Ant, or Go.
 The construction of these containers requires the installation of several 
libraries (which may even conflict) and the orchestration of complex workflows 
with several integrations, executed either on a scheduled basis or triggered by 
events from external systems.">
-<meta itemprop="dateModified" content="2025-09-11T01:37:34+02:00" />
+<meta itemprop="dateModified" content="2025-09-12T04:26:14+07:00" />
 <meta itemprop="wordCount" content="361"><meta itemprop="image" 
content="/images/feature-image.png"/>
 <meta itemprop="keywords" content="" />
 

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