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Posted to commits@airflow.apache.org by gi...@apache.org on 2025/12/17 21:39:17 UTC
(airflow-site) branch publish updated: Docs updated via refs/heads/main:83d067195f7ff65d93589e29889ea8d63e448ca9
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github-bot pushed a commit to branch publish
in repository https://gitbox.apache.org/repos/asf/airflow-site.git
The following commit(s) were added to refs/heads/publish by this push:
new 0e42262c1c Docs updated via refs/heads/main:83d067195f7ff65d93589e29889ea8d63e448ca9
0e42262c1c is described below
commit 0e42262c1cca1a854aab0ee886671cd368b367fa
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Dec 17 21:39:12 2025 +0000
Docs updated via refs/heads/main:83d067195f7ff65d93589e29889ea8d63e448ca9
---
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91 files changed, 370 insertions(+), 370 deletions(-)
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@@ -45,7 +45,7 @@ December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4
📦 PyPI: https://pypi.org/project/apache-airflow/3.1.4/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.1.4/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.4/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.1.4” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.4
Thanks to all the contributors who made this possible.">
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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. ">
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<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">
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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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diff --git a/index.html b/index.html
index be1f32ef75..8394a4705a 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
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<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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+ <meta itemprop="dateModified" content="2025-12-17T21:36:30+00:00">
<meta itemprop="image" content="/images/feature-image.png">
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diff --git a/meetups/index.html b/meetups/index.html
index ab41161fb5..42742b4032 100644
--- a/meetups/index.html
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<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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<meta itemprop="image" content="/images/feature-image.png">
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index 99dfc79bed..9fcde6b4fa 100644
--- a/privacy-notice/index.html
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<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="2025-12-17T21:16:43+00:00">
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index 3f3cd5c382..59d277b9a3 100644
--- a/roadmap/index.html
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@@ -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="2025-12-17T21:16:43+00:00">
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<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
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diff --git a/scss/main-custom.min.7df4ca1a9a33a8c9f0309ab82c583307444550de4bf484601da34c36ad440a1f.css b/scss/main-custom.min.7df4ca1a9a33a8c9f0309ab82c583307444550de4bf484601da34c36ad440a1f.css
deleted file mode 100644
index 492de55a85..0000000000
--- a/scss/main-custom.min.7df4ca1a9a33a8c9f0309ab82c583307444550de4bf484601da34c36ad440a1f.css
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diff --git a/scss/main-custom.min.b93c17a1f0ba5f70ef1fbe9e2e7ad2c4f88a980e41a652efef613b881257989c.css b/scss/main-custom.min.b93c17a1f0ba5f70ef1fbe9e2e7ad2c4f88a980e41a652efef613b881257989c.css
new file mode 100644
index 0000000000..07d47f4c8d
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@@ -0,0 +1 @@
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diff --git a/search/index.html b/search/index.html
index b4aa1a5f0c..04ccc98407 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">
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<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.">
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+ <meta itemprop="dateModified" content="2025-12-17T21:36:30+00:00">
<meta itemprop="image" content="/images/feature-image.png">
@@ -52,8 +52,8 @@
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+<link rel="preload" href="/scss/main-custom.min.b93c17a1f0ba5f70ef1fbe9e2e7ad2c4f88a980e41a652efef613b881257989c.css" as="style">
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<script
diff --git a/sitemap.xml b/sitemap.xml
index c23f42c3b8..a58d4cd306 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-12-17T21:16:43+00:00</lastmod>
+ <lastmod>2025-12-17T21:36:30+00:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
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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="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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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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index 07c7188f9f..22afa95b23 100644
--- a/use-cases/experity/index.html
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@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T21:16:43+00:00">
+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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="2025-12-17T21:16:43+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
@@ -57,8 +57,8 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
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diff --git a/use-cases/index.html b/use-cases/index.html
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@@ -34,7 +34,7 @@
<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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+ <meta itemprop="dateModified" content="2025-12-17T21:36:30+00:00">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index 73b6fdf4be..0d8afe95d9 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T21:16:43+00:00">
+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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="2025-12-17T21:16:43+00:00">
+ <meta itemprop="dateModified" content="2025-12-17T21:36:30+00:00">
<meta itemprop="wordCount" content="310">
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<meta itemprop="keywords" content="Use-Case">
@@ -57,8 +57,8 @@ Infrastructure management is often needed within the context of other use cases,
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
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@@ -30,12 +30,12 @@
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<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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 d [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 847db04262..ad0a18151c 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T21:16:43+00:00">
+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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="2025-12-17T21:16:43+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
@@ -57,8 +57,8 @@ On top of that, new data tools appear each month: third party data sources, clou
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
index e626256dd3..986d9066d0 100644
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@@ -30,12 +30,12 @@
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<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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="2025-12-17T21:16:43+00:00">
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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/seniorlink/index.html b/use-cases/seniorlink/index.html
index 98569b1eea..8d8d3eda16 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T21:16:43+00:00">
+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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="2025-12-17T21:16:43+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
@@ -57,8 +57,8 @@ We had built a robust stack of batch processes to deliver value to the business,
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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index a5ea28df8c..801fd2fd72 100644
--- a/use-cases/sift/index.html
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@@ -30,12 +30,12 @@
<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="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="2025-12-17T21:16:43+00:00">
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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/snapp/index.html b/use-cases/snapp/index.html
index c706244837..540638789f 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T21:16:43+00:00">
+ <meta property="article:modified_time" content="2025-12-17T21:36:30+00:00">
<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="2025-12-17T21:16:43+00:00">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index cbad14c974..6887d44b2a 100644
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+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the installation of several librar
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-12-17T21:16:43+00:00">
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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.">
- <meta itemprop="dateModified" content="2025-12-17T21:16:43+00:00">
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@@ -57,8 +57,8 @@ The construction of these containers requires the installation of several librar
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