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Posted to commits@airflow.apache.org by gi...@apache.org on 2025/12/16 11:45:49 UTC
(airflow-site) branch publish updated: Docs updated via refs/heads/main:3a4e3a5eb5d66ec1f7b424da50b797a66ad03c56
This is an automated email from the ASF dual-hosted git repository.
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 768e718352 Docs updated via refs/heads/main:3a4e3a5eb5d66ec1f7b424da50b797a66ad03c56
768e718352 is described below
commit 768e71835265f05e86097ea63c8774716c0d2a31
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Tue Dec 16 11:45:44 2025 +0000
Docs updated via refs/heads/main:3a4e3a5eb5d66ec1f7b424da50b797a66ad03c56
---
404.html | 9 +-
announcements/index.html | 11 +-
blocktype/index.html | 11 +-
blocktype/testimonial/index.html | 11 +-
blocktype/use-case/index.html | 11 +-
blog/airflow-1.10.10/index.html | 13 +-
blog/airflow-1.10.12/index.html | 13 +-
blog/airflow-1.10.8-1.10.9/index.html | 13 +-
blog/airflow-2.10.0/index.html | 13 +-
blog/airflow-2.2.0/index.html | 13 +-
blog/airflow-2.3.0/index.html | 13 +-
blog/airflow-2.4.0/index.html | 13 +-
blog/airflow-2.5.0/index.html | 13 +-
blog/airflow-2.6.0/index.html | 13 +-
blog/airflow-2.7.0/index.html | 13 +-
blog/airflow-2.8.0/index.html | 13 +-
blog/airflow-2.9.0/index.html | 13 +-
blog/airflow-3.1.0/index.html | 13 +-
blog/airflow-survey-2020/index.html | 13 +-
blog/airflow-survey-2022/index.html | 13 +-
blog/airflow-survey-2023/index.html | 13 +-
blog/airflow-survey-2024/index.html | 13 +-
blog/airflow-survey/index.html | 13 +-
blog/airflow-three-point-oh-is-here/index.html | 13 +-
blog/airflow-two-point-oh-is-here/index.html | 13 +-
blog/airflow_summit_2021/index.html | 13 +-
blog/airflow_summit_2022/index.html | 13 +-
blog/airflowctl-0.1.0/index.html | 13 +-
blog/announcing-new-website/index.html | 13 +-
blog/apache-airflow-for-newcomers/index.html | 13 +-
.../index.html | 13 +-
.../index.html | 13 +-
.../index.html | 13 +-
.../index.html | 13 +-
blog/fab-oid-vulnerability/index.html | 13 +-
.../index.html | 13 +-
blog/index.html | 11 +-
blog/introducing_setup_teardown/index.html | 13 +-
.../index.html | 13 +-
blog/tags/airflow-summit/index.html | 11 +-
blog/tags/community/index.html | 11 +-
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blog/tags/documentation/index.html | 11 +-
blog/tags/release/index.html | 11 +-
blog/tags/rest-api/index.html | 11 +-
blog/tags/survey/index.html | 11 +-
blog/tags/users/index.html | 11 +-
blog/tags/vulnerabilities/index.html | 11 +-
categories/index.html | 9 +-
code-of-conduct/index.html | 11 +-
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docs/index.html | 11 +-
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index.html | 11 +-
meetups/index.html | 11 +-
privacy-notice/index.html | 11 +-
roadmap/index.html | 11 +-
...3d37dc8e81d7d34020d158823eb965da44ed0113857.css | 1 -
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search/index.html | 13 +-
sitemap.xml | 152 ++++++++++-----------
survey/index.html | 11 +-
tags/index.html | 11 +-
use-cases/adjoe/index.html | 13 +-
use-cases/adobe/index.html | 13 +-
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use-cases/index.html | 11 +-
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use-cases/plarium-krasnodar/index.html | 13 +-
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use-cases/sift/index.html | 13 +-
use-cases/snapp/index.html | 13 +-
use-cases/suse/index.html | 13 +-
82 files changed, 517 insertions(+), 595 deletions(-)
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📦 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
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<meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
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<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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diff --git a/blog/announcing-new-website/index.html b/blog/announcing-new-website/index.html
index e28d7c7a1b..f5b62cdcd8 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
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<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="New Airflow website">
<meta itemprop="description" content="We are thrilled about our new website!">
<meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
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diff --git a/blog/apache-airflow-for-newcomers/index.html b/blog/apache-airflow-for-newcomers/index.html
index b95640e991..f46879818d 100644
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows
<meta property="og:type" content="article">
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<meta property="article:published_time" content="2020-08-17T00:00:00+00:00">
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<meta itemprop="description" content="Apache Airflow is a platform to programmatically author, schedule, and monitor workflows. A workflow is a sequence of tasks that processes a set of data. You can think of workflow as the path that describes how tasks go from being undone to done. Scheduling, on the other hand, is the process of planning, controlling, and optimizing when a particular task should be done.
Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows using python scripts. A Directed Acyclic Graph (DAG) represents a workflow in Airflow. It is a collection of tasks in a way that shows each task’s relationships and dependencies. You can have as many DAGs as you want, and Airflow will execute them according to the task’s relationships and dependencies. If task B depends on the successful execution of another task A, it means Airflow will run task A and only r [...]
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diff --git a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
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<meta property="article:published_time" content="2019-11-22T00:00:00+00:00">
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<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights by Airflow Committers">
<meta itemprop="description" content="Here come some thoughts by Airflow 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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diff --git a/blog/documenting-using-local-development-environments/index.html b/blog/documenting-using-local-development-environments/index.html
index 3b126c33f0..84017706b0 100644
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<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Documenting using local development environment">
<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">
- <meta itemprop="dateModified" content="2025-12-15T18:22:02+05:30">
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diff --git a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index e43707b2cc..94af7906bf 100644
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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">
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<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ About Me I have been writing tech articles on medium as well 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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@@ -58,8 +58,8 @@ About Me I have been writing tech articles on medium as well as my blog for the
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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 3a3ddfa6c1..4a8cb5e460 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
<meta property="og:type" content="article">
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<meta property="article:published_time" 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 [...]
<meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
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@@ -58,8 +58,8 @@ Contribution Period The first thing I had to do was choose a project under an or
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diff --git a/blog/tags/documentation/index.html b/blog/tags/documentation/index.html
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diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
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diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
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diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
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@@ -43,7 +43,7 @@
<meta itemprop="name" content="Users">
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
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diff --git a/blog/tags/vulnerabilities/index.html b/blog/tags/vulnerabilities/index.html
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@@ -43,7 +43,7 @@
<meta itemprop="name" content="Vulnerabilities">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-12-15T18:22:02+05:30">
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<meta itemprop="image" content="/images/feature-image.png">
@@ -51,8 +51,8 @@
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diff --git a/categories/index.html b/categories/index.html
index b5f3cd21ed..d7232a9568 100644
--- a/categories/index.html
+++ b/categories/index.html
@@ -49,8 +49,8 @@
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diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 620d6ebb4f..3b1e3b8308 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
@@ -53,8 +53,8 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
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</button>
diff --git a/community/index.html b/community/index.html
index 10a52f504d..d0895e0be6 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="560">
<meta itemprop="image" content="/images/feature-image.png">
@@ -51,8 +51,8 @@
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- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/community/resources/index.html b/community/resources/index.html
index 9ef2b6e56b..a5099aed8c 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="community">
- <meta property="article:modified_time" content="2025-12-15T18:22:02+05:30">
+ <meta property="article:modified_time" content="2025-12-16T17:13:02+05:30">
<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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="31">
<meta itemprop="image" content="/images/feature-image.png">
@@ -52,8 +52,8 @@
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- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/docs/index.html b/docs/index.html
index db757918cf..189407c3ff 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache Airflow Core, which includes webserver, scheduler, CLI and other components that are needed for minimal Airflow installation. Read the documentation »
Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-line interface (CLI) for Apache Airflow that interacts exclusively with the Airflow REST API. It provides a secure, auditable, and consistent way to manage Airflow deployments — without direct access to the metadata database. Read the documentation »">
- <meta itemprop="dateModified" content="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="586">
<meta itemprop="image" content="/images/feature-image.png">
@@ -53,8 +53,8 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
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<script
@@ -68,8 +68,8 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
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@@ -679,7 +679,6 @@ use the released versions of these providers if you need to.</p>
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</svg>
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</button>
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 49e6995d9d..28bdb4a727 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="2045">
<meta itemprop="image" content="/images/feature-image.png">
@@ -53,8 +53,8 @@ If you would you like to be included on this page, please reach out to the Apach
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- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/index.html b/index.html
index c5dd639358..42d72be354 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="image" content="/images/feature-image.png">
@@ -50,8 +50,8 @@
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@@ -65,8 +65,8 @@
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@@ -1277,7 +1277,6 @@
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</svg>
- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/meetups/index.html b/meetups/index.html
index 91b6a2e200..58c662acd0 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="image" content="/images/feature-image.png">
@@ -50,8 +50,8 @@
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@@ -853,7 +853,6 @@
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</svg>
- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 4649d2e3c5..c4457a2988 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
@@ -51,8 +51,8 @@
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<script
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@@ -410,7 +410,6 @@
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</svg>
- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/roadmap/index.html b/roadmap/index.html
index 23ba2db561..73b02b1bfe 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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
@@ -53,8 +53,8 @@
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@@ -615,7 +615,6 @@ not minutes) since the scheduler will execute it periodically to reflect the cha
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diff --git a/scss/main-custom.min.0a7fc0bd094ff3c4ad7613d37dc8e81d7d34020d158823eb965da44ed0113857.css b/scss/main-custom.min.0a7fc0bd094ff3c4ad7613d37dc8e81d7d34020d158823eb965da44ed0113857.css
deleted file mode 100644
index 109c5b5b64..0000000000
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+++ /dev/null
@@ -1 +0,0 @@
-@charset "UTF-8";@import "/external/css/Rubik.css";@import "/external/css/Roboto.css";@import "/external/css/RobotoMono.css";.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-serif;font-weight:500;font-size:72px;line-height:1.17;color:#0cb6ff}.header [...]
\ No newline at end of file
diff --git a/scss/main-custom.min.63e207b9f3441b4c397852754313281548ef4ca84a5c0ebd5c7f4ba132265ea0.css b/scss/main-custom.min.63e207b9f3441b4c397852754313281548ef4ca84a5c0ebd5c7f4ba132265ea0.css
new file mode 100644
index 0000000000..0229f7e7a4
--- /dev/null
+++ b/scss/main-custom.min.63e207b9f3441b4c397852754313281548ef4ca84a5c0ebd5c7f4ba132265ea0.css
@@ -0,0 +1 @@
+@charset "UTF-8";@import "/external/css/Rubik.css";@import "/external/css/Roboto.css";@import "/external/css/RobotoMono.css";.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-serif;font-weight:500;font-size:72px;line-height:1.17;color:#0cb6ff}.header [...]
\ No newline at end of file
diff --git a/scss/main.min.88249c1339fe16a3fabf9b92c623dfad7cedd424c3202bfec29db4dcb0326427.css b/scss/main.min.ddfc8fa04c3003688df7ca00beeb16c1d41c41b6dca612912baab41743a500d0.css
similarity index 98%
rename from scss/main.min.88249c1339fe16a3fabf9b92c623dfad7cedd424c3202bfec29db4dcb0326427.css
rename to scss/main.min.ddfc8fa04c3003688df7ca00beeb16c1d41c41b6dca612912baab41743a500d0.css
index 2238606790..05d6a8d354 100644
--- a/scss/main.min.88249c1339fe16a3fabf9b92c623dfad7cedd424c3202bfec29db4dcb0326427.css
+++ b/scss/main.min.ddfc8fa04c3003688df7ca00beeb16c1d41c41b6dca612912baab41743a500d0.css
@@ -4,4 +4,4 @@
* Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)*/:root{--blue:#72A1E5;--indigo:#6610f2;--purple:#6f42c1;--pink:#e83e8c;--red:#dc3545;--orange:#BA5A31;--yellow:#ffc107;--green:#28a745;--teal:#20c997;--cyan:#17a2b8;--white:#fff;--gray:#888;--gray-dark:#333;--primary:#30638E;--secondary:#FFA630;--success:#3772FF;--info:#C0E0DE;--warning:#ED6A5A;--danger:#ED6A5A;--light:#D3F3EE;--dark:#403F4C;--breakpoint-xs:0;--breakpoint-sm:576px;--breakpoint-md:768px;--breakpo [...]
* License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)*/.fa,.fas,.far,.fal,.fad,.fab{-moz-osx-font-smoothing:grayscale;-webkit-font-smoothing:antialiased;display:inline-block;font-style:normal;font-variant:normal;text-rendering:auto;line-height:1}.fa-lg{font-size:1.33333333em;line-height:.75em;vertical-align:-.0667em}.fa-xs{font-size:.75em}.fa-sm{font-size:.875em}.fa-1x{font-size:1em}.fa-2x{font-size:2em}.fa-3x{font-size:3em}.fa-4x{font [...]
* License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)*/@font-face{font-family:'font awesome 5 free';font-style:normal;font-weight:900;font-display:auto;src:url(../webfonts/fa-solid-900.eot);src:url(../webfonts/fa-solid-900.eot?#iefix)format("embedded-opentype"),url(../webfonts/fa-solid-900.woff2)format("woff2"),url(../webfonts/fa-solid-900.woff)format("woff"),url(../webfonts/fa-solid-900.ttf)format("truetype"),url(../webfonts/fa-solid- [...]
-* License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)*/@font-face{font-family:'font awesome 5 brands';font-style:normal;font-weight:400;font-display:auto;src:url(../webfonts/fa-brands-400.eot);src:url(../webfonts/fa-brands-400.eot?#iefix)format("embedded-opentype"),url(../webfonts/fa-brands-400.woff2)format("woff2"),url(../webfonts/fa-brands-400.woff)format("woff"),url(../webfonts/fa-brands-400.ttf)format("truetype"),url(../webfonts/fa [...]
\ No newline at end of file
+* License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)*/@font-face{font-family:'font awesome 5 brands';font-style:normal;font-weight:400;font-display:auto;src:url(../webfonts/fa-brands-400.eot);src:url(../webfonts/fa-brands-400.eot?#iefix)format("embedded-opentype"),url(../webfonts/fa-brands-400.woff2)format("woff2"),url(../webfonts/fa-brands-400.woff)format("woff"),url(../webfonts/fa-brands-400.ttf)format("truetype"),url(../webfonts/fa [...]
\ No newline at end of file
diff --git a/search/index.html b/search/index.html
index 9ddc5e5742..8789011b34 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="2025-12-15T18:22:02+05:30">
+ <meta property="article:modified_time" content="2025-12-16T17:13:02+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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="image" content="/images/feature-image.png">
@@ -50,8 +50,8 @@
-<link rel="preload" href="/scss/main.min.88249c1339fe16a3fabf9b92c623dfad7cedd424c3202bfec29db4dcb0326427.css" as="style">
-<link href="/scss/main.min.88249c1339fe16a3fabf9b92c623dfad7cedd424c3202bfec29db4dcb0326427.css" rel="stylesheet" integrity="">
+<link rel="preload" href="/scss/main.min.ddfc8fa04c3003688df7ca00beeb16c1d41c41b6dca612912baab41743a500d0.css" as="style">
+<link href="/scss/main.min.ddfc8fa04c3003688df7ca00beeb16c1d41c41b6dca612912baab41743a500d0.css" rel="stylesheet" integrity="">
<script
@@ -65,8 +65,8 @@
- <link rel="preload" href="/scss/main-custom.min.0a7fc0bd094ff3c4ad7613d37dc8e81d7d34020d158823eb965da44ed0113857.css" as="style">
- <link href="/scss/main-custom.min.0a7fc0bd094ff3c4ad7613d37dc8e81d7d34020d158823eb965da44ed0113857.css" rel="stylesheet" integrity="">
+ <link rel="preload" href="/scss/main-custom.min.63e207b9f3441b4c397852754313281548ef4ca84a5c0ebd5c7f4ba132265ea0.css" as="style">
+ <link href="/scss/main-custom.min.63e207b9f3441b4c397852754313281548ef4ca84a5c0ebd5c7f4ba132265ea0.css" rel="stylesheet" integrity="">
@@ -411,7 +411,6 @@
<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" viewBox="0 0 16 16">
<path d="m7.247 4.86-4.796 5.481c-.566.647-.106 1.659.753 1.659h9.592a1 1 0 0 0 .753-1.659l-4.796-5.48a1 1 0 0 0-1.506 0z"/>
</svg>
- <span class="bodytext__medium--brownish-grey">Scroll to top</span>
</button>
diff --git a/sitemap.xml b/sitemap.xml
index 72c07a93b8..bb073341af 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-12-15T18:22:02+05:30</lastmod>
+ <lastmod>2025-12-16T17:13:02+05:30</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
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diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
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diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
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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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diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
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diff --git a/use-cases/big-fish-games/index.html b/use-cases/big-fish-games/index.html
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<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 [...]
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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 property="og:locale" content="en">
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<meta property="article:section" content="use-cases">
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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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@@ -70,8 +70,8 @@ This video shows an example of using Airflow to run the pipelines that power a c
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diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 9167aa7231..dfabc0ede3 100644
--- a/use-cases/dish/index.html
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<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="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 [...]
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<meta itemprop="keywords" content="Testimonial">
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diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
index 3c8dcf9b5b..54ada63acb 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="2025-12-15T18:22:02+05:30">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content=" Use Airflow for ETL/ELT pipelines Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines are the most common use case for Apache Airflow. 90% of respondents in the 2023 Apache Airflow survey are using Airflow for ETL/ELT to power analytics use cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate data from a CSV file, as well as weather data from an API, runs transformations and then loads the results into a database to power a dashboard.">
- <meta itemprop="dateModified" content="2025-12-15T18:22:02+05:30">
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<meta itemprop="keywords" content="Use-Case">
@@ -55,8 +55,8 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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@@ -70,8 +70,8 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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@@ -475,7 +475,6 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index ab37c1ba87..0c6b0a8d64 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="2025-12-15T18:22:02+05:30">
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<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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="191">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
@@ -55,8 +55,8 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
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<script
@@ -70,8 +70,8 @@ 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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<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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+ <link href="/scss/main-custom.min.63e207b9f3441b4c397852754313281548ef4ca84a5c0ebd5c7f4ba132265ea0.css" rel="stylesheet" integrity="">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index 39a7319fff..1a6adab4fd 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="2025-12-15T18:22:02+05:30">
+ <meta property="article:modified_time" content="2025-12-16T17:13:02+05:30">
<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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
@@ -55,8 +55,8 @@ Infrastructure management is often needed within the context of other use cases,
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@@ -70,8 +70,8 @@ Infrastructure management is often needed within the context of other use cases,
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@@ -472,7 +472,6 @@ 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
index 6fb0854b84..fdcee09e50 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="2025-12-15T18:22:02+05:30">
+ <meta property="article:modified_time" content="2025-12-16T17:13:02+05:30">
<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="2025-12-15T18:22:02+05:30">
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<meta itemprop="keywords" content="Use-Case">
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index c8ea9669c1..6ad6131728 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="2025-12-15T18:22:02+05:30">
+ <meta property="article:modified_time" content="2025-12-16T17:13:02+05:30">
<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="2025-12-15T18:22:02+05:30">
+ <meta itemprop="dateModified" content="2025-12-16T17:13:02+05:30">
<meta itemprop="wordCount" content="294">
<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
index 1a4635e5d1..2c412bef06 100644
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<meta property="og:type" content="article">
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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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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index da69ab15e0..c6ffc9db5b 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="2025-12-15T18:22:02+05:30">
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<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="2025-12-15T18:22:02+05:30">
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
@@ -55,8 +55,8 @@ 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 c86e8fa585..50fc071b64 100644
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<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="2025-12-15T18:22:02+05:30">
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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 e1b5770526..55fdbdfe41 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
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<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.">
- <meta itemprop="dateModified" content="2025-12-15T18:22:02+05:30">
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<meta itemprop="keywords" content="Testimonial">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 836200c38f..4350f6f86c 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="2025-12-15T18:22:02+05:30">
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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="2025-12-15T18:22:02+05:30">
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<meta itemprop="keywords" content="Testimonial">
@@ -55,8 +55,8 @@ The construction of these containers requires the installation of several librar
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@@ -70,8 +70,8 @@ The construction of these containers requires the installation of several librar
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