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The following commit(s) were added to refs/heads/publish by this push:
new f384e662e7 Docs updated via
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commit f384e662e79329debba72bdaf11a8c664a562143
Author: GitHub Actions <[email protected]>
AuthorDate: Mon Dec 1 21:45:04 2025 +0000
Docs updated via refs/heads/main:22fe5890e4fdd9a258658374c2ae7c4ecfd92491
---
announcements/index.html | 2 +-
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
blocktype/use-case/index.html | 2 +-
blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
blog/airflow-1.10.8-1.10.9/index.html | 4 +-
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77 files changed, 205 insertions(+), 204 deletions(-)
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index 8476345c58..b5c8d52f6b 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -55,7 +55,7 @@ This is the first official release of the airflowctl - new
tool to remotely inte
📦 PyPI: https://pypi.org/project/apache-airflow-ctl/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow-ctl/stable/index.html đź› Release
Notes: https://airflow.apache.org/docs/apache-airflow-ctl/stable/changelog.html
Thanks to all the contributors who made this possible.">
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<meta property="og:image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
<meta itemprop="name" content="Apache Airflow 3.1.0: Human-Centered
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<meta itemprop="description" content="Apache Airflow 3.1.0 introduces
Human-in-the-Loop workflows, 17-language internationalization, deadline alerts,
and React plugin system for data orchestration teams.">
<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
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b/blog/airflow-survey-2020/index.html
index d2d47c5b1e..a666c5726d 100644
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content="2021-03-09T00:00:00+00:00">
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<meta property="article:tag" content="Survey">
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<meta itemprop="name" content="Airflow Survey 2020">
<meta itemprop="description" content="We observe steady growth in number of
users as well as in an amount of active contributors. So listening and
understanding our community is of high importance.">
<meta itemprop="datePublished" content="2021-03-09T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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b/blog/airflow-survey-2022/index.html
index 5bf7385a54..c9e7720e89 100644
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<meta property="og:type" content="article">
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content="2022-06-17T00:00:00+00:00">
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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">
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<meta itemprop="wordCount" content="3866">
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diff --git a/blog/airflow-survey-2023/index.html
b/blog/airflow-survey-2023/index.html
index 61b7158e23..755ac5d778 100644
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content="2023-09-21T00:00:00+00:00">
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<meta itemprop="name" content="Airflow Survey 2023">
<meta itemprop="description" content="Airflow 2 has seen rapid adoption,
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understand how people use Airflow and where we can best focus our efforts as we
advance.">
<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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diff --git a/blog/airflow-survey-2024/index.html
b/blog/airflow-survey-2024/index.html
index 9da5992263..dfffcd701f 100644
--- a/blog/airflow-survey-2024/index.html
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<meta property="og:type" content="article">
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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
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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index 89a90a54d1..525f21fc5d 100644
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content="2019-12-11T00:00:00+00:00">
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index 51f8035242..89251a9840 100644
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content="2025-04-22T00:00:00+00:00">
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b/blog/airflow-two-point-oh-is-here/index.html
index 88e491c7ab..40893ca940 100644
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diff --git a/blog/airflow_summit_2021/index.html
b/blog/airflow_summit_2021/index.html
index c989d59690..3e3d6bdcd4 100644
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b/blog/airflow_summit_2022/index.html
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index 1660968f0c..f919c6fe03 100644
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<meta property="article:tag" content="Release">
<meta property="og:image"
content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
<meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
<meta itemprop="description" content="A new way of using API in Airflow.
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Apache Airflow deployments with ease.">
<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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b/blog/announcing-new-website/index.html
index 19f7100ce0..d21cabacab 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-12-11T00:00:00+00:00">
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+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
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<meta itemprop="description" content="We are thrilled about our new
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<meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html
b/blog/apache-airflow-for-newcomers/index.html
index 20d07a8e5b..29730768b4 100644
--- a/blog/apache-airflow-for-newcomers/index.html
+++ b/blog/apache-airflow-for-newcomers/index.html
@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-08-17T00:00:00+00:00">
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@@ -48,7 +48,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
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<meta itemprop="description" content="Apache Airflow is a platform to
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sequence of tasks that processes a set of data. You can think of workflow as
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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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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 f003036c6e..20484ba6b7 100644
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a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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index 2adbb559bb..1124d9b54e 100644
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<meta property="og:image" content="/images/feature-image.png">
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<meta itemprop="description" content="The story behind documenting local
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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diff --git
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b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 669fd3dda0..3d50028991 100644
---
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta property="og:type" content="article">
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@@ -48,7 +48,7 @@ About Me I have been writing tech articles on medium as well
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process felt a lot like GSoC except that this was about documentation.
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--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-08-30T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
<meta itemprop="description" content="Outreachy is a program which organises
three months paid internships with FOSS projects for people who are typically
underrepresented in those projects.
Contribution Period The first thing I had to do was choose a project under an
organisation. After going through all the projects I chose “Extending the REST
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I
thought it would be easier to get started with the contributions. The next step
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze.
Since I had never contributed to FOSS before so this part was overwhelming but
there were plenty [...]
<meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="528">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html
b/blog/fab-oid-vulnerability/index.html
index 4030e89c6b..cd0f4ecad6 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2024-02-26T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="article:tag" content="Vulnerabilities">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Vulnerability in long deprecated OpenID
authentication method in Flask AppBuilder">
<meta itemprop="description" content="Advising users who still use a
long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to
Apache Airflow 2.8.2">
<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="638">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Vulnerabilities">
diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html
b/blog/implementing-stable-api-for-apache-airflow/index.html
index ab5d3c4728..e9c363daf5 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-07-19T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="article:tag" content="REST API">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Implementing Stable API for Apache Airflow">
<meta itemprop="description" content="An Outreachy intern's progress
report on contributing to Apache Airflow REST API.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="703">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index dd8dc7fa3e..40adc3d1ee 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Blog">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/introducing_setup_teardown/index.html
b/blog/introducing_setup_teardown/index.html
index feb21d961a..5c434fc5ad 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -39,13 +39,13 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2023-08-18T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Introducing Setup and Teardown tasks">
<meta itemprop="description" content="An introduction to Setup and Teardown
tasks, which are new in Apache Airflow 2.7.0">
<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="678">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index 04cf5dafe0..32e5d22304 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-11-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="It's a "Breeze" to develop Apache
Airflow">
<meta itemprop="description" content="A Principal Software Engineer's
journey to developer productivity. Learn how Jarek and his team sped up and
simplified Airflow development for the community.">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="124">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Development">
diff --git a/blog/tags/airflow-summit/index.html
b/blog/tags/airflow-summit/index.html
index 6a8095d1b3..67e0041e0f 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Airflow Summit">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index 8077d7c2f2..d4ff5edc40 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index b988b58b89..db51491e89 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Development">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/documentation/index.html
b/blog/tags/documentation/index.html
index 14d657d27e..0e8d1beeef 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 1242b4ac0e..02f7f38e18 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Release">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 8bfe5b1fbe..d66ab6a23c 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="REST API">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index 69921d18b2..b0aedb0637 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Survey">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 57c8184645..6404e770fb 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Users">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.html
b/blog/tags/vulnerabilities/index.html
index c9623d8239..9dc6add0c4 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Vulnerabilities">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index ae414c0e93..94797e4502 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -44,7 +44,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache
Foundation’s Code
<meta itemprop="name" content="Code of Conduct">
<meta itemprop="description" content="Community Code of Conduct All Airflow
Community groups abide by The Apache Software Foundation’s (ASF) Code of
Conduct . Below, please find a breakdown of how that code applies to Airflow
Slack and in-person Meetups
Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
of Conduct . In addition to those primary guidelines, these policies are
specifically for Airflow Slack. The Airflow Slack community contains
40,000+ 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. Â ">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index b87ce07ac6..3144353308 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content=" Want to contribute? Join the Dev list
The Dev list is the preferred channel for announcements, proposals and votes.
Manage your subscription: ">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="602">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/resources/index.html b/community/resources/index.html
index 9fbfc762e6..64daa87fd0 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="community">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Apache Airflow">
<meta itemprop="description" content=" Promo Materials Download official
Apache Airflow branding materials, including logos and banners, to accurately
represent and promote the project. Airflow logos Brandbook Drawio Diagrams
Lucidchart Diagrams Promo stuff Proposed Logo Redesign ">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="31">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/docs/index.html b/docs/index.html
index 9f19bb961a..9123b419ac 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL
(airflowctl) is a command-lin
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache
Airflow Core, which includes webserver, scheduler, CLI and other components
that are needed for minimal Airflow installation. Read the documentation »
Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a
command-line interface (CLI) for Apache Airflow that interacts exclusively with
the Airflow REST API. It provides a secure, auditable, and consistent way to
manage Airflow deployments — without direct access to the metadata database.
Read the documentation »">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="586">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 4ab4991164..36ec004f77 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,8 +44,8 @@ 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="Â Ecosystem These resources and
services are not maintained, nor endorsed by the Apache Airflow® Community and
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use
them at your sole discretion. The community does not verify the licences nor
validity of those tools, so it’s your responsibility to verify them.
If you would you like to be included on this page, please reach out to the
Apache Airflow dev or user mailing list and let us know or simply open a Pull
Request to that page.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
- <meta itemprop="wordCount" content="2015">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
+ <meta itemprop="wordCount" content="2045">
<meta itemprop="image" content="/images/feature-image.png">
@@ -443,6 +443,7 @@ If you would you like to be included on this page, please
reach out to the Apach
<p><a href="https://github.com/howardyoo/airflow_otel_provider";>Airflow
OpenTelemetry Provider</a> - Provides Hook and EventListener which will
generate traces, metrics, and logs in <a
href="https://opentelemetry.io/";>OpenTelemetry</a> for your DAG runs.</p>
<p><a
href="https://github.com/Couchbase-Ecosystem/airflow-providers-couchbase";>Airflow
Couchbase Provider</a> - Provides Hook to seamlessly interact with Couchbase
databases, execute queries, manage documents, and more.</p>
<p><a href="https://github.com/j6takish/airflow-provider-sap-hana";>Airflow SAP
HANA Provider</a> - Provides Hook to interact with SAP HANA. Allows the use of
the Airflow SQL Operators and database hook methods, including methods which
interact with sqlalchemy.</p>
+<p><a href="https://github.com/emredjan/airflow-ldap-auth-manager";>Airflow
LDAP Auth Manager</a> - An Auth Manager for Apache Airflow 3.x that
authenticates users against LDAP/Active Directory and maps LDAP groups to
Airflow roles (admin / editor / viewer).</p>
<p>Â </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>
diff --git a/index.html b/index.html
index 9b2a6f87c4..e61aa39616 100644
--- a/index.html
+++ b/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Home">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index ee142575bc..461fb84897 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 32d5ee5301..ff23f058fa 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the
Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/roadmap/index.html b/roadmap/index.html
index 8b83090c6c..bc7d8e16d9 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -44,7 +44,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily
hidden. When the content is ready, re-add the page by putting the following
code in the frontmatter:
--- title: "Roadmap" linkTitle: "Roadmap" showSideNav: false
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around
(it may not be very intuitive for everyone at first) is that this Airflow
Python script is really just a configuration file specifying the DAG’s
structure as code. The actual tasks defined here will run in a different
context from the context of this script. Different tasks run on different
workers at different points in time, which [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index 18e1f7cb52..bafad44690 100644
--- a/search/index.html
+++ b/search/index.html
@@ -37,12 +37,12 @@
<meta property="og:description" content="Platform created by the community
to programmatically author, schedule and monitor workflows.">
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
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- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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diff --git a/sitemap.xml b/sitemap.xml
index 4135b51601..51f34f4819 100644
--- a/sitemap.xml
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<url>
<loc>/docs/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
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</url><url>
<loc>/blog/airflow-2.8.0/</loc>
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</url><url>
<loc>/blog/airflow-survey-2023/</loc>
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</url><url>
<loc>/blog/airflow-2.7.0/</loc>
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</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
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</url><url>
<loc>/blog/airflow-2.6.0/</loc>
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</url><url>
<loc>/blog/airflow-2.5.0/</loc>
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</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/community/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
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- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/roadmap/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/search/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
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</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-11-29T04:07:46+09:00</lastmod>
+ <lastmod>2025-12-01T22:41:26+01:00</lastmod>
</url>
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diff --git a/survey/index.html b/survey/index.html
index 0731e203c2..f4bf3da28b 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
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<meta itemprop="description" content="<!DOCTYPE html> Redirecting...
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- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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diff --git a/tags/index.html b/tags/index.html
index ef28471b46..6e877dbc24 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Tags">
<meta itemprop="description" content="Platform created by the community to
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<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 62c719fe23..3603183717 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? With the
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="adjoe">
<meta itemprop="description" content="What was the problem? Before adopting
Airflow at adjoe, we handled job scheduling in two main ways: by setting up
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had
their benefits, they also came with limitations, especially when it came to
managing more complex workloads. As our data science teams needs evolved, it
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AWS environment for the data science teams, we introduced Airflow on Kubernetes
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scalability requirements.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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index e3fa3b7b37..446a7d78ff 100644
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data
platforms need sophisticated data pipelines connecting to many backend services
enabling complex workflows. These workflows need to be deployed, monitored, and
run either on regular schedules or triggered by external events. Adobe
Experience Platform component services architected and built an orchestration
service to enable their users to author, schedule, and monitor complex
hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
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index 601def43cf..3417accccb 100644
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<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
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custom functionality it made sense at the time. However, quickly we realized
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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 [...]
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@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Big Fish Games">
<meta itemprop="description" content="What was the problem? The main
challenge is the lack of standardized ETL workflow orchestration tools.
PowerShell and Python-based ETL frameworks built in-house are currently used
for scheduling and running analytical workloads. However, there is no web UI
through which we can monitor these workflows and it requires additional effort
to maintain this framework. These scheduled jobs based on external dependencies
are not well suited to modern Big Da [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="336">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html
b/use-cases/business_operations/index.html
index 2ed5f4e833..7e13edc306 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -39,13 +39,13 @@ This video shows an example of using Airflow to run the
pipelines that power a c
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Business Operations">
<meta itemprop="description" content=" Use Airflow for Business operations
pipelines Airflow can be the starting point for your business idea! For many
companies, Airflow delivers the data that powers their core business
applications. Whether you need to aggregate user data to power personalized
recommendations, display analytics in a user-facing dashboard, or prepare the
input data for an LLM, Airflow is the perfect orchestrator.
This video shows an example of using Airflow to run the pipelines that power a
customer-facing analytics dashboard. You can find the code shown in this
example here.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<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 14e88e4867..3edb5e271d 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced
increasing complexity managing lengthy crontabs with scheduling being an issue,
this required carefully planning timing due to resource constraints, usage
patterns, and especially custom code needed for retry logic. In the last case,
having to verify success of previous jobs and/or steps prior to running the
next. Furthermore, time to results is important, but we were increasingly
relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="248">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html
b/use-cases/etl_analytics/index.html
index a6304296f4..7b73e7891d 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -39,13 +39,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow
that extracts climate
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content=" Use Airflow for ETL/ELT pipelines
Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines
are the most common use case for Apache Airflow. 90% of respondents in the 2023
Apache Airflow survey are using Airflow for ETL/ELT to power analytics use
cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts
climate data from a CSV file, as well as weather data from an API, runs
transformations and then loads the results into a database to power a
dashboard.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<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 845bb2287e..adc2bb8673 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem?
Ultimately we decided flexibl
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Experity">
<meta itemprop="description" content="What was the problem? We had to deploy
our complex, flagship app to multiple nodes in multiple ways. This required
tasks to communicate across Windows nodes and coordinate timing perfectly. We
did not want to buy an expensive enterprise scheduling tool and needed ultimate
flexibility.
How did Apache Airflow help to solve this problem? Ultimately we decided
flexible, multi-node, DAG capable tooling was key and airflow was one of the
few tools that fit that bill. Having it based on open source and python were
large factors that upheld our core principles. At the time, Airflow was missing
a windows hook and operator so we contributed the WinRM hook and operator back
to the community. Given its flexibility we also use DAG generators to have our
metadata drive our DAGs and [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<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 371f246908..b8ce9f251c 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
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diff --git a/use-cases/infrastructure-management/index.html
b/use-cases/infrastructure-management/index.html
index c6990d4f95..d98e651440 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -39,13 +39,13 @@ Infrastructure management is often needed within the
context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Infrastructure Management">
<meta itemprop="description" content=" Use Airflow for Infrastructure
Management Airflow can interact with any API, which makes it a great tool to
manage your infrastructure, such as Kubernetes or Spark clusters running in any
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special
type of task with intelligent behavior to spin up and tear down infrastructure
at the exact time you need it.
Infrastructure management is often needed within the context of other use
cases, such as MLOps, or implementing data quality checks. This video shows an
example of how it might be used for an MLOps pipeline. You can find the code
shown in this example here.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="310">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index e75bca43f2..26f66989cc 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="MLOps">
<meta itemprop="description" content=" Use Airflow for Machine Learning
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term
encompassing everything needed to run machine learning models in production.
MLOps is a rapidly evolving field with many different best practices and
behavioral patterns, with Apache Airflow providing tool agnostic orchestration
capabilities for all steps. An emerging subset of MLOps is Large Language Model
Operations (LLMOps), which focuses on [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="376">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 1830f92860..24150cbf0d 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -39,13 +39,13 @@ On top of that, new data tools appear each month: third
party data sources, clou
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Onefootball">
<meta itemprop="description" content="What was the problem? With millions of
daily active users, managing the complexity of data engineering at Onefootball
is a constant challenge. Lengthy crontabs, multiplication of custom API
clients, erosion of confidence in the analytics served, increasing heroism
(“only one person can solve this issue”). Those are the challenges that most
teams face unless they consciously invest in their tools and processes.
On top of that, new data tools appear each month: third party data sources,
cloud providers solutions, different storage technologies… Managing all those
integrations is costly and brittle, especially for small data engineering teams
that are trying to do more with less.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="294">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html
b/use-cases/plarium-krasnodar/index.html
index 8cfdf5d111..7d47a2f994 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research
& Development department carries out various experiments, and in all of
them, we need to create workflow orchestrations for solving tasks in game dev.
Previously, we didn’t have any suitable tools with a sufficient number of
built-in functions, and we had to orchestrate processes manually and entirely
from scratch every time. This led to difficulties with dependencies and
monitoring when building complex workf [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<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 9570486902..2aa5d28ac7 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -39,13 +39,13 @@ We had built a robust stack of batch processes to deliver
value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at
Seniorlink, we provide services, support, and technology that engages family
caregivers. One of our focuses is using data to bolster our knowledge and
improve the experience of our users. Like many looking to build an effective
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the
business, deploying these data services in AWS using a mixture of EMR, ECS,
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up
with one monolithic batch process with many smaller satellite jobs. Given the
scale and quantity of jobs, we began to lose transparency as to what was
happening. Additionally, many jobs were launched in a single EMR cluster and so
tightly coupled that a failure in o [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<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 44ea0fd26f..313465fdff 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re
constantly training machine learning models that feed into the core of Sift’s
Digital Trust & Safety platform. The platform gives our customers a way to
discern suspicious online behavior from trustworthy behavior, allowing our
customers to protect their online transactions, maintain the integrity of their
content platforms, and keep their users’ accounts secure. To make this
possible, we’ve built model trai [...]
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index c8634eaa4b..e676da3944 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team
at Snapp, one of the largest and fastest-growing internet companies in the
Middle East, we have experienced significant growth over the past couple of
years, expanding from a team of 7 to a team of 60. However, with this growth
came the realization that some of our crucial tasks were being performed
manually. This manual approach consumed valuable time and hindered our ability
to execute these tasks efficiently.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index b28667e534..3bec9a87af 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -39,13 +39,13 @@ The construction of these containers requires the
installation of several librar
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-29T04:07:46+09:00">
+ <meta property="article:modified_time" content="2025-12-01T22:41:26+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="RancherBySUSE">
<meta itemprop="description" content="What was the problem? Our aim was to
build, package, test and distribute curated and trusted containers at scale in
an automated way. Those containers can be of any nature, meaning that we need a
solution that allows us to build any kind of software with any kind of building
tools like Maven, Rust, Java, Ant, or Go.
The construction of these containers requires the installation of several
libraries (which may even conflict) and the orchestration of complex workflows
with several integrations, executed either on a scheduled basis or triggered by
events from external systems.">
- <meta itemprop="dateModified" content="2025-11-29T04:07:46+09:00">
+ <meta itemprop="dateModified" content="2025-12-01T22:41:26+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
