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Posted to commits@airflow.apache.org by gi...@apache.org on 2025/12/28 20:22:29 UTC
(airflow-site) branch publish updated: Docs updated via refs/heads/main:3834e4b5e386feb81c65e41c355cf70cb8032bf7
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The following commit(s) were added to refs/heads/publish by this push:
new 14b90bd3ba Docs updated via refs/heads/main:3834e4b5e386feb81c65e41c355cf70cb8032bf7
14b90bd3ba is described below
commit 14b90bd3baf89e59d6957df9f54c9b63e30c3961
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Sun Dec 28 20:22:23 2025 +0000
Docs updated via refs/heads/main:3834e4b5e386feb81c65e41c355cf70cb8032bf7
---
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<title>Airflow Survey 2024</title>
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<title>Airflow Survey 2024</title>
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<title>Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder</title>
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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="2025-12-28T22:08:25+02:00">
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<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="2025-12-28T22:08:25+02:00">
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- <meta itemprop="dateModified" content="2025-12-28T22:08:25+02:00">
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<meta itemprop="name" content="Ecosystem">
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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.">
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index a6bd369b0c..315565f56b 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-28T22:08:25+02:00">
+ <meta itemprop="dateModified" content="2025-12-29T01:49:17+05:30">
<meta itemprop="image" content="/images/feature-image.png">
@@ -52,8 +52,8 @@
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diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 8e74819493..e95341a6ac 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2025-12-28T22:08:25+02:00">
+ <meta itemprop="dateModified" content="2025-12-29T01:49:17+05:30">
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<meta itemprop="image" content="/images/feature-image.png">
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diff --git a/roadmap/index.html b/roadmap/index.html
index a0b4d0bf17..ef6009d6dc 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily hidden. When the content is ready, re-add the page by putting the following code in the frontmatter:
--- title: "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="2025-12-28T22:08:25+02:00">
+ <meta itemprop="dateModified" content="2025-12-29T01:49:17+05:30">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
@@ -55,8 +55,8 @@
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<script
diff --git a/scss/main-custom.min.0a255fb39b0e6086152c25fc4dd1d7aa56604e38aef55e01113deafe0178316d.css b/scss/main-custom.min.0a255fb39b0e6086152c25fc4dd1d7aa56604e38aef55e01113deafe0178316d.css
new file mode 100644
index 0000000000..2495b26c30
--- /dev/null
+++ b/scss/main-custom.min.0a255fb39b0e6086152c25fc4dd1d7aa56604e38aef55e01113deafe0178316d.css
@@ -0,0 +1 @@
+@charset "UTF-8";@import "/external/css/OpenSans.css";@import "/external/css/Rubik.css";@import "/external/css/Roboto.css";@import "/external/css/RobotoMono.css";.-bg-orange{background-color:#ffa630}.header__large--cerulean-blue{font-family:rubik,sans-serif;font-weight:500;font-size:72px;line-height:1.17;color:#017cee}.header__large--shamrock{font-family:rubik,sans-serif;font-weight:500;font-size:72px;line-height:1.17;color:#00ad46}.header__large--bright-sky-blue{font-family:rubik,sans-s [...]
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diff --git a/scss/main-custom.min.470d7d7086ba1eeb3b1c3a412513c8058a6957dbc70f3a9520cb828e8e0b91b8.css b/scss/main-custom.min.470d7d7086ba1eeb3b1c3a412513c8058a6957dbc70f3a9520cb828e8e0b91b8.css
deleted file mode 100644
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+++ /dev/null
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diff --git a/search/index.html b/search/index.html
index 232bf635d0..61e2a7de52 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
<meta property="og:description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
- <meta property="article:modified_time" content="2025-12-28T22:08:25+02:00">
+ <meta property="article:modified_time" content="2025-12-29T01:49:17+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Search Results">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-12-28T22:08:25+02:00">
+ <meta itemprop="dateModified" content="2025-12-29T01:49:17+05:30">
<meta itemprop="image" content="/images/feature-image.png">
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<script
diff --git a/sitemap.xml b/sitemap.xml
index 6d180f1cae..f827561dbc 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-12-28T22:08:25+02:00</lastmod>
+ <lastmod>2025-12-29T01:49:17+05:30</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
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index 62a7824cee..e67b04dd6f 100644
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<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.">
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<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 [...]
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<meta itemprop="name" content="Adyen">
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diff --git a/use-cases/business_operations/index.html b/use-cases/business_operations/index.html
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<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.">
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<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index 9d4c34fb06..244d26b6bb 100644
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+++ b/use-cases/infrastructure-management/index.html
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<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="2025-12-28T22:08:25+02:00">
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<meta itemprop="keywords" content="Use-Case">
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index b651b800c0..71e8af7f6b 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning Operations (MLOps) Machine Learning Operations (MLOps) is a broad term encompassing everything needed to run machine learning models in production. MLOps is a rapidly evolving field with many different best practices and behavioral patterns, with Apache Airflow providing tool agnostic orchestration capabilities for all steps. An emerging subset of MLOps is Large Language Model Operations (LLMOps), which focuses on d [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index e9568d0845..465c529045 100644
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@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third party data sources, clou
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<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="2025-12-28T22:08:25+02:00">
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
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<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 [...]
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<meta itemprop="keywords" content="Testimonial">
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 7d79fb5cc6..4363422600 100644
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@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at Seniorlink, we provide services, support, and technology that engages family caregivers. One of our focuses is using data to bolster our knowledge and improve the experience of our users. Like many looking to build an effective data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the business, deploying these data services in AWS using a mixture of EMR, ECS, Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up with one monolithic batch process with many smaller satellite jobs. Given the scale and quantity of jobs, we began to lose transparency as to what was happening. Additionally, many jobs were launched in a single EMR cluster and so tightly coupled that a failure in o [...]
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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<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 [...]
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<meta itemprop="keywords" content="Testimonial">
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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index b4f2ee419d..04f8145066 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<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.">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index bfebda9b1b..6be8332996 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="RancherBySUSE">
<meta itemprop="description" content="What was the problem? Our aim was to build, package, test and distribute curated and trusted containers at scale in an automated way. Those containers can be of any nature, meaning that we need a solution that allows us to build any kind of software with any kind of building tools like Maven, Rust, Java, Ant, or Go.
The construction of these containers requires the installation of several libraries (which may even conflict) and the orchestration of complex workflows with several integrations, executed either on a scheduled basis or triggered by events from external systems.">
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