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new af809b3a0a Docs updated via
refs/heads/main:aedde523bca170d779f7c5e3e16d1f7d506563b6
af809b3a0a is described below
commit af809b3a0a8744e3ed0b88a2232abf23594f0454
Author: GitHub Actions <[email protected]>
AuthorDate: Wed Nov 5 18:21:53 2025 +0000
Docs updated via refs/heads/main:aedde523bca170d779f7c5e3e16d1f7d506563b6
---
announcements/index.html | 31 +++--
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 +-
blog/airflow-2.10.0/index.html | 4 +-
blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
blog/airflow-2.4.0/index.html | 4 +-
blog/airflow-2.5.0/index.html | 4 +-
blog/airflow-2.6.0/index.html | 4 +-
blog/airflow-2.7.0/index.html | 4 +-
blog/airflow-2.8.0/index.html | 4 +-
blog/airflow-2.9.0/index.html | 4 +-
blog/airflow-3.1.0/index.html | 4 +-
blog/airflow-survey-2020/index.html | 4 +-
blog/airflow-survey-2022/index.html | 4 +-
blog/airflow-survey-2023/index.html | 4 +-
blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
blog/airflow-three-point-oh-is-here/index.html | 4 +-
blog/airflow-two-point-oh-is-here/index.html | 4 +-
blog/airflow_summit_2021/index.html | 4 +-
blog/airflow_summit_2022/index.html | 4 +-
blog/announcing-new-website/index.html | 4 +-
blog/apache-airflow-for-newcomers/index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
blog/introducing_setup_teardown/index.html | 4 +-
.../index.html | 4 +-
blog/tags/airflow-summit/index.html | 2 +-
blog/tags/community/index.html | 2 +-
blog/tags/development/index.html | 2 +-
blog/tags/documentation/index.html | 2 +-
blog/tags/release/index.html | 2 +-
blog/tags/rest-api/index.html | 2 +-
blog/tags/survey/index.html | 2 +-
blog/tags/users/index.html | 2 +-
blog/tags/vulnerabilities/index.html | 2 +-
code-of-conduct/index.html | 2 +-
community/index.html | 2 +-
community/resources/index.html | 4 +-
docs/index.html | 2 +-
ecosystem/index.html | 2 +-
index.html | 2 +-
meetups/index.html | 2 +-
privacy-notice/index.html | 2 +-
roadmap/index.html | 2 +-
search/index.html | 4 +-
sitemap.xml | 150 ++++++++++-----------
survey/index.html | 2 +-
tags/index.html | 2 +-
use-cases/adjoe/index.html | 4 +-
use-cases/adobe/index.html | 4 +-
use-cases/adyen/index.html | 4 +-
use-cases/big-fish-games/index.html | 4 +-
use-cases/business_operations/index.html | 4 +-
use-cases/dish/index.html | 4 +-
use-cases/etl_analytics/index.html | 4 +-
use-cases/experity/index.html | 4 +-
use-cases/index.html | 2 +-
use-cases/infrastructure-management/index.html | 4 +-
use-cases/mlops/index.html | 4 +-
use-cases/onefootball/index.html | 4 +-
use-cases/plarium-krasnodar/index.html | 4 +-
use-cases/seniorlink/index.html | 4 +-
use-cases/sift/index.html | 4 +-
use-cases/snapp/index.html | 4 +-
use-cases/suse/index.html | 4 +-
76 files changed, 216 insertions(+), 213 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index e2df9d7ce1..b20a8a53a6 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -35,30 +35,26 @@
<title>Announcements | Apache Airflow</title><meta property="og:url"
content="/announcements/">
<meta property="og:site_name" content="Apache Airflow">
<meta property="og:title" content="Announcements">
- <meta property="og:description" content=" October 29, 2025 We’ve just
released Apache Airflow Python Client 3.1.0.
+ <meta property="og:description" content=" November 5, 2025 We’ve just
released Apache Airflow 3.1.2 and Task SDK 1.1.2.
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.2
+October 29, 2025 We’ve just released Apache Airflow Python Client 3.1.0.
📦 PyPI: https://pypi.org/project/apache-airflow-client/3.1.0/ 📚 Docs:
https://github.com/apache/airflow-client-python/blob/3.1.0/README.md 🛠️ Release
Notes: https://github.com/apache/airflow-client-python/blob/3.1.0/CHANGELOG.md
October 27, 2025 We’ve just released Apache Airflow 3.1.1 and Task SDK 1.1.1.
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶
Sources:
https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html
🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1
-October 15, 2025 Airflow PMC welcomes new PMC members and committer:
-PMC members:
-Vincent Beck (@vincbeck) Wei Lee (@Lee-W) Committer:
-Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 We’ve just released
Apache Airflow 3.1.0 and Task SDK 1.1.0.">
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶
Sources:
https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html
🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1";>
<meta property="og:locale" content="en">
<meta property="og:type" content="website">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Announcements">
- <meta itemprop="description" content=" October 29, 2025 We’ve just released
Apache Airflow Python Client 3.1.0.
+ <meta itemprop="description" content=" November 5, 2025 We’ve just released
Apache Airflow 3.1.2 and Task SDK 1.1.2.
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳
Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints:
https://github.com/apache/airflow/tree/constraints-3.1.2
+October 29, 2025 We’ve just released Apache Airflow Python Client 3.1.0.
📦 PyPI: https://pypi.org/project/apache-airflow-client/3.1.0/ 📚 Docs:
https://github.com/apache/airflow-client-python/blob/3.1.0/README.md 🛠️ Release
Notes: https://github.com/apache/airflow-client-python/blob/3.1.0/CHANGELOG.md
October 27, 2025 We’ve just released Apache Airflow 3.1.1 and Task SDK 1.1.1.
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶
Sources:
https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html
🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1
-October 15, 2025 Airflow PMC welcomes new PMC members and committer:
-PMC members:
-Vincent Beck (@vincbeck) Wei Lee (@Lee-W) Committer:
-Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 We’ve just released
Apache Airflow 3.1.0 and Task SDK 1.1.0.">
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs:
https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs:
https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes:
https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶
Sources:
https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html
🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1";>
<meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
- <meta itemprop="wordCount" content="5523">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
+ <meta itemprop="wordCount" content="5555">
<meta itemprop="image" content="/images/feature-image.png">
@@ -412,6 +408,13 @@ Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025
We’ve just released
<p>
</p>
+<h1 id="november-5-2025">November 5, 2025</h1>
+<p>We’ve just released Apache <strong>Airflow 3.1.2</strong> and
<strong>Task SDK 1.1.2</strong>.</p>
+<p>📦 PyPI: <a
href="https://pypi.org/project/apache-airflow/3.1.2/";>https://pypi.org/project/apache-airflow/3.1.2/</a>
+📚 Docs: <a
href="https://airflow.apache.org/docs/apache-airflow/3.1.2/";>https://airflow.apache.org/docs/apache-airflow/3.1.2/</a>
+🛠 Release Notes: <a
href="https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html";>https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html</a>
+🐳 Docker Image: “docker pull apache/airflow:3.1.2”
+🚏 Constraints: <a
href="https://github.com/apache/airflow/tree/constraints-3.1.2";>https://github.com/apache/airflow/tree/constraints-3.1.2</a></p>
<h1 id="october-29-2025">October 29, 2025</h1>
<p>We’ve just released Apache Airflow <strong>Python Client 3.1.0</strong>.</p>
<p>📦 PyPI: <a
href="https://pypi.org/project/apache-airflow-client/3.1.0/";>https://pypi.org/project/apache-airflow-client/3.1.0/</a>
<br>
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index 577e393c6d..30f3633f1b 100644
--- a/blocktype/index.html
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@@ -42,7 +42,7 @@
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index c91fdb4ee1..abf2434892 100644
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@@ -42,7 +42,7 @@
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<meta itemprop="description" content="Platform created by the community to
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index 5e527bafb6..bb7e060e5a 100644
--- a/blocktype/use-case/index.html
+++ b/blocktype/use-case/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Use-Case">
<meta itemprop="description" content="Platform created by the community to
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diff --git a/blog/airflow-1.10.10/index.html b/blog/airflow-1.10.10/index.html
index 465c1e99ea..232aea5bac 100644
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index c94ba7a0d6..a71a8b25fe 100644
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index 5ee23b6a39..5dc77a3d61 100644
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
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index 42b46c06e2..c1b7ffae99 100644
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index 3d0353000c..587f3e67af 100644
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index dfeca5cb03..1fde455224 100644
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Apache Airflow 2.5.0 has been released with many quality of life changes.">
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b/blog/airflow-survey-2020/index.html
index 146a2b796d..d67721a6b4 100644
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<meta itemprop="datePublished" content="2022-06-17T00:00:00+00:00">
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<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
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b/blog/airflow-survey-2024/index.html
index 649693436d..8c1373dbd5 100644
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index 517ff42225..b9dc82f1a7 100644
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index 66ba0c741c..dfdbab810d 100644
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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="2025-11-03T11:17:22+05:30">
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index 2931fd82bd..b4ebc095ef 100644
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
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<meta property="og:type" content="article">
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content="2020-08-17T00:00:00+00:00">
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Authoring Workflow in Apache Airflow. Airflow makes it easy to author
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index 39d2232f4c..13b58692ce 100644
---
a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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committers and contributors from the ApacheCon Europe 2019. Get to know the ASF
community!">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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<meta itemprop="name" content="Documenting using local development
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<meta itemprop="description" content="The story behind documenting local
development environment of Apache Airflow">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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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 19ecf7e568..4056417798 100644
---
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
+++
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@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
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content="2019-12-20T00:00:00+00:00">
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as my blog for the
<meta itemprop="description" content="I came across Google Season of Docs
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter
addiction. I was familiar with the Google Summer of Code but not with this
program. It turns out it was the inaugural phase. I read the details, and the
process felt a lot like GSoC except that this was about documentation.
About Me I have been writing tech articles on medium as well as my blog for
the past 1.5 years. Blogging helps me test my understanding of the concepts as
untangling the toughest of ideas in simple sentences requires a considerable
time investment.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
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diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index e3c415bc7d..dbdade18ea 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
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@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
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content="2020-08-30T00:00:00+00:00">
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@@ -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 [...]
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diff --git a/blog/fab-oid-vulnerability/index.html
b/blog/fab-oid-vulnerability/index.html
index 60409b4327..0f5d75bbad 100644
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<meta property="og:type" content="article">
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content="2024-02-26T00:00:00+00:00">
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<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">
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index 34270b801c..6203f193ab 100644
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<meta property="og:image" content="/images/feature-image.png">
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diff --git a/blog/introducing_setup_teardown/index.html
b/blog/introducing_setup_teardown/index.html
index 3ae01ce5cd..8b089db8a4 100644
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<meta property="og:type" content="article">
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<meta property="article:published_time"
content="2023-08-18T00:00:00+00:00">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Introducing Setup and Teardown tasks">
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<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
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<meta property="og:type" content="article">
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content="2019-11-22T00:00:00+00:00">
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<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="2025-11-03T11:17:22+05:30">
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index f64a11743c..033b080ead 100644
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index 51bc104c1e..983adb6799 100644
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diff --git a/blog/tags/documentation/index.html
b/blog/tags/documentation/index.html
index 79af174a31..737e9139e5 100644
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diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index 96de33e557..4e454832fe 100644
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diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 83ee2d389d..ca6c5b855a 100644
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<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
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diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index e6617d0a6b..dcc9d2f571 100644
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diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index a973b50254..3529aac36d 100644
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diff --git a/blog/tags/vulnerabilities/index.html
b/blog/tags/vulnerabilities/index.html
index cbc5270ff4..5d4f808649 100644
--- a/blog/tags/vulnerabilities/index.html
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<meta itemprop="name" content="Vulnerabilities">
<meta itemprop="description" content="Platform created by the community to
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<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
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diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 3e109c3f7a..7b142d206d 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. ">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
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<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index 8f18296655..ed6fa9d5e9 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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 466cb3cb30..3e0e57b48b 100644
--- a/community/resources/index.html
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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="community">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
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<meta itemprop="image" content="/images/feature-image.png">
diff --git a/docs/index.html b/docs/index.html
index c9c48eaf4a..e63429695b 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Task SDK The Task SDK provides python-native interfaces for
defining DAGs, execu
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache
Airflow Core, which includes webserver, scheduler, CLI and other components
that are needed for minimal Airflow installation. Read the documentation »
Task SDK The Task SDK provides python-native interfaces for defining DAGs,
executing tasks in isolated subprocesses and interacting with Airflow resources
(e.g., Connections, Variables, XComs, Metrics, Logs, and OpenLineage events) at
runtime. The goal of task-sdk is to decouple DAG authoring from Airflow
internals (Scheduler, API Server, etc.), providing a forward-compatible, stable
interface for writing and maintaining DAGs across Airflow versions. Read the
documentation »">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
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diff --git a/ecosystem/index.html b/ecosystem/index.html
index 96dd2601a4..ee2f8b2043 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,7 +44,7 @@ If you would you like to be included on this page, please
reach out to the Apach
<meta itemprop="name" content="Ecosystem">
<meta itemprop="description" content=" Ecosystem These resources and
services are not maintained, nor endorsed by the Apache Airflow® Community and
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use
them at your sole discretion. The community does not verify the licences nor
validity of those tools, so it’s your responsibility to verify them.
If you would you like to be included on this page, please reach out to the
Apache Airflow dev or user mailing list and let us know or simply open a Pull
Request to that page.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="2015">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 810f19085e..687fe990a2 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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index fc5854ea1a..418d61eff2 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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 3adefbf8ab..2a542c1337 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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 b4c638450f..0cfe0f7090 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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 17ad87c1b7..a43e1e8e48 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Search Results">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index df2c19f2ea..878917508e 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 1e65f146aa..1fe21cd88c 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Apache Airflow">
<meta itemprop="description" content="<!DOCTYPE html> Redirecting...
If you are not redirected automatically, please click here. ">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="12">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.html b/tags/index.html
index b3779fa385..2bdc885887 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Tags">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 75500fc735..d29dff6bdd 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? With the
creation of a new AW
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="adjoe">
<meta itemprop="description" content="What was the problem? Before adopting
Airflow at adjoe, we handled job scheduling in two main ways: by setting up
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had
their benefits, they also came with limitations, especially when it came to
managing more complex workloads. As our data science teams needs evolved, it
became clear that we needed a more robust and flexible orchestration tool.
How did Apache Airflow help to solve this problem? With the creation of a new
AWS environment for the data science teams, we introduced Airflow on Kubernetes
as our primary orchestration solution, addressing both stability and
scalability requirements.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="258">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index b04d07f893..60fa179301 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data
platforms need sophisticated data pipelines connecting to many backend services
enabling complex workflows. These workflows need to be deployed, monitored, and
run either on regular schedules or triggered by external events. Adobe
Experience Platform component services architected and built an orchestration
service to enable their users to author, schedule, and monitor complex
hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="251">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 67f03e5b78..d46bd65846 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adyen">
<meta itemprop="description" content="What was the problem? Many years ago
we started out with our own orchestration framework. Due to all the required
custom functionality it made sense at the time. However, quickly we realized
creating an orchestration tool is not to be underestimated. With the quickly
increasing number of users and teams, time spent on fixing issues increased,
severely limiting development speed. Furthermore, due to it not being open
source, we constantly had to mak [...]
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="405">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html
b/use-cases/big-fish-games/index.html
index fc81a11bac..eac5aca013 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 63c84c4418..ba51f1630b 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 f1237288c9..295953a857 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 e8638fdfa2..14c2dcc48f 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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. You can find the code for this example here.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="300">
<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 faf2c47fc2..31c5e83ac6 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 3e6ed106b9..2728544108 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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/infrastructure-management/index.html
b/use-cases/infrastructure-management/index.html
index 1a618c50eb..c5f2fc5483 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 52389d4b28..27b4d5282b 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 44fbc83d8f..c36963d2f8 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 22bd9de445..bd68570b6f 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 90a11874ce..014fcff707 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 089a485607..e210cbb0ec 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 825fdee74f..b9b656995a 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+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 58ef2ad2f9..ce3479e501 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="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+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="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
