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(airflow-site) branch publish updated: Docs updated via refs/heads/main:aedde523bca170d779f7c5e3e16d1f7d506563b6
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new af809b3a0a Docs updated via refs/heads/main:aedde523bca170d779f7c5e3e16d1f7d506563b6
af809b3a0a is described below
commit af809b3a0a8744e3ed0b88a2232abf23594f0454
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Nov 5 18:21:53 2025 +0000
Docs updated via refs/heads/main:aedde523bca170d779f7c5e3e16d1f7d506563b6
---
announcements/index.html | 31 +++--
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
blocktype/use-case/index.html | 2 +-
blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
blog/airflow-1.10.8-1.10.9/index.html | 4 +-
blog/airflow-2.10.0/index.html | 4 +-
blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
blog/airflow-2.4.0/index.html | 4 +-
blog/airflow-2.5.0/index.html | 4 +-
blog/airflow-2.6.0/index.html | 4 +-
blog/airflow-2.7.0/index.html | 4 +-
blog/airflow-2.8.0/index.html | 4 +-
blog/airflow-2.9.0/index.html | 4 +-
blog/airflow-3.1.0/index.html | 4 +-
blog/airflow-survey-2020/index.html | 4 +-
blog/airflow-survey-2022/index.html | 4 +-
blog/airflow-survey-2023/index.html | 4 +-
blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
blog/airflow-three-point-oh-is-here/index.html | 4 +-
blog/airflow-two-point-oh-is-here/index.html | 4 +-
blog/airflow_summit_2021/index.html | 4 +-
blog/airflow_summit_2022/index.html | 4 +-
blog/announcing-new-website/index.html | 4 +-
blog/apache-airflow-for-newcomers/index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
blog/introducing_setup_teardown/index.html | 4 +-
.../index.html | 4 +-
blog/tags/airflow-summit/index.html | 2 +-
blog/tags/community/index.html | 2 +-
blog/tags/development/index.html | 2 +-
blog/tags/documentation/index.html | 2 +-
blog/tags/release/index.html | 2 +-
blog/tags/rest-api/index.html | 2 +-
blog/tags/survey/index.html | 2 +-
blog/tags/users/index.html | 2 +-
blog/tags/vulnerabilities/index.html | 2 +-
code-of-conduct/index.html | 2 +-
community/index.html | 2 +-
community/resources/index.html | 4 +-
docs/index.html | 2 +-
ecosystem/index.html | 2 +-
index.html | 2 +-
meetups/index.html | 2 +-
privacy-notice/index.html | 2 +-
roadmap/index.html | 2 +-
search/index.html | 4 +-
sitemap.xml | 150 ++++++++++-----------
survey/index.html | 2 +-
tags/index.html | 2 +-
use-cases/adjoe/index.html | 4 +-
use-cases/adobe/index.html | 4 +-
use-cases/adyen/index.html | 4 +-
use-cases/big-fish-games/index.html | 4 +-
use-cases/business_operations/index.html | 4 +-
use-cases/dish/index.html | 4 +-
use-cases/etl_analytics/index.html | 4 +-
use-cases/experity/index.html | 4 +-
use-cases/index.html | 2 +-
use-cases/infrastructure-management/index.html | 4 +-
use-cases/mlops/index.html | 4 +-
use-cases/onefootball/index.html | 4 +-
use-cases/plarium-krasnodar/index.html | 4 +-
use-cases/seniorlink/index.html | 4 +-
use-cases/sift/index.html | 4 +-
use-cases/snapp/index.html | 4 +-
use-cases/suse/index.html | 4 +-
76 files changed, 216 insertions(+), 213 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index e2df9d7ce1..b20a8a53a6 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -35,30 +35,26 @@
<title>Announcements | Apache Airflow</title><meta property="og:url" content="/announcements/">
<meta property="og:site_name" content="Apache Airflow">
<meta property="og:title" content="Announcements">
- <meta property="og:description" content=" October 29, 2025 We’ve just released Apache Airflow Python Client 3.1.0.
+ <meta property="og:description" content=" November 5, 2025 We’ve just released Apache Airflow 3.1.2 and Task SDK 1.1.2.
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.2
+October 29, 2025 We’ve just released Apache Airflow Python Client 3.1.0.
📦 PyPI: https://pypi.org/project/apache-airflow-client/3.1.0/ 📚 Docs: https://github.com/apache/airflow-client-python/blob/3.1.0/README.md 🛠️ Release Notes: https://github.com/apache/airflow-client-python/blob/3.1.0/CHANGELOG.md
October 27, 2025 We’ve just released Apache Airflow 3.1.1 and Task SDK 1.1.1.
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs: https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs: https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶 Sources: https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1
-October 15, 2025 Airflow PMC welcomes new PMC members and committer:
-PMC members:
-Vincent Beck (@vincbeck) Wei Lee (@Lee-W) Committer:
-Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 We’ve just released Apache Airflow 3.1.0 and Task SDK 1.1.0.">
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs: https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs: https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶 Sources: https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1">
<meta property="og:locale" content="en">
<meta property="og:type" content="website">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Announcements">
- <meta itemprop="description" content=" October 29, 2025 We’ve just released Apache Airflow Python Client 3.1.0.
+ <meta itemprop="description" content=" November 5, 2025 We’ve just released Apache Airflow 3.1.2 and Task SDK 1.1.2.
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.2/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.1.2/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.1.2” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.2
+October 29, 2025 We’ve just released Apache Airflow Python Client 3.1.0.
📦 PyPI: https://pypi.org/project/apache-airflow-client/3.1.0/ 📚 Docs: https://github.com/apache/airflow-client-python/blob/3.1.0/README.md 🛠️ Release Notes: https://github.com/apache/airflow-client-python/blob/3.1.0/CHANGELOG.md
October 27, 2025 We’ve just released Apache Airflow 3.1.1 and Task SDK 1.1.1.
-📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs: https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs: https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶 Sources: https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1
-October 15, 2025 Airflow PMC welcomes new PMC members and committer:
-PMC members:
-Vincent Beck (@vincbeck) Wei Lee (@Lee-W) Committer:
-Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 We’ve just released Apache Airflow 3.1.0 and Task SDK 1.1.0.">
+📦 PyPI: https://pypi.org/project/apache-airflow/3.1.1/ 📚 Core Airflow Docs: https://airflow.apache.org/docs/apache-airflow/3.1.1/ 📚 Task SDK Docs: https://airflow.apache.org/docs/task-sdk/1.1.1/ 🛠️ Release Notes: https://airflow.apache.org/docs/apache-airflow/3.1.1/release_notes.html 🪶 Sources: https://airflow.apache.org/docs/apache-airflow/3.1.1/installation/installing-from-sources.html 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.1.1">
<meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
- <meta itemprop="wordCount" content="5523">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
+ <meta itemprop="wordCount" content="5555">
<meta itemprop="image" content="/images/feature-image.png">
@@ -412,6 +408,13 @@ Guan-Ming (Wesley) Chiu (@guan404ming) September 25, 2025 We’ve just released
<p>
</p>
+<h1 id="november-5-2025">November 5, 2025</h1>
+<p>We’ve just released Apache <strong>Airflow 3.1.2</strong> and <strong>Task SDK 1.1.2</strong>.</p>
+<p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/3.1.2/">https://pypi.org/project/apache-airflow/3.1.2/</a>
+📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/3.1.2/">https://airflow.apache.org/docs/apache-airflow/3.1.2/</a>
+🛠 Release Notes: <a href="https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html">https://airflow.apache.org/docs/apache-airflow/3.1.2/release_notes.html</a>
+🐳 Docker Image: “docker pull apache/airflow:3.1.2”
+🚏 Constraints: <a href="https://github.com/apache/airflow/tree/constraints-3.1.2">https://github.com/apache/airflow/tree/constraints-3.1.2</a></p>
<h1 id="october-29-2025">October 29, 2025</h1>
<p>We’ve just released Apache Airflow <strong>Python Client 3.1.0</strong>.</p>
<p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow-client/3.1.0/">https://pypi.org/project/apache-airflow-client/3.1.0/</a> <br>
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index 577e393c6d..30f3633f1b 100644
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@@ -42,7 +42,7 @@
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diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index c91fdb4ee1..abf2434892 100644
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@@ -42,7 +42,7 @@
<meta itemprop="name" content="Testimonial">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/blocktype/use-case/index.html b/blocktype/use-case/index.html
index 5e527bafb6..bb7e060e5a 100644
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+++ b/blocktype/use-case/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Use-Case">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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index 465c1e99ea..232aea5bac 100644
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<meta property="article:section" content="blog">
<meta property="article:published_time" content="2020-04-09T00:00:00+00:00">
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<meta property="article:tag" content="Release">
<meta property="og:image" content="/images/feature-image.png">
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index c94ba7a0d6..a71a8b25fe 100644
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<meta property="article:tag" content="Release">
<meta property="og:image" content="/images/feature-image.png">
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<meta itemprop="description" content="We are happy to present Apache Airflow 1.10.12">
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index 5ee23b6a39..5dc77a3d61 100644
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<meta property="article:tag" content="Release">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Apache Airflow 1.10.8 & 1.10.9">
<meta itemprop="description" content="We are happy to present the new 1.10.8 and 1.10.9 releases of Apache Airflow.">
<meta itemprop="datePublished" content="2020-02-23T00:00:00+00:00">
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index e8653e480c..5d0eb6b38e 100644
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index 42b46c06e2..c1b7ffae99 100644
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index 3d0353000c..587f3e67af 100644
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index dfeca5cb03..1fde455224 100644
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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/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
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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.">
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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
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Contribution Period The first thing I had to do was choose a project under an organisation. After going through all the projects I chose “Extending the REST API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I thought it would be easier to get started with the contributions. The next step was to set up Airflow’s dev environment which thanks to Breeze, was a breeze. Since I had never contributed to FOSS before so this part was overwhelming but there were plenty [...]
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<meta itemprop="name" content="Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder">
<meta itemprop="description" content="Advising users who still use a long-deprecated OpenID authentication method in Flask AppBuilder to upgrade to Apache Airflow 2.8.2">
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<meta itemprop="name" content="Introducing Setup and Teardown tasks">
<meta itemprop="description" content="An introduction to Setup and Teardown tasks, which are new in Apache Airflow 2.7.0">
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index 3e109c3f7a..7b142d206d 100644
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@@ -44,7 +44,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
<meta itemprop="name" content="Code of Conduct">
<meta itemprop="description" content="Community Code of Conduct All Airflow Community groups abide by The Apache Software Foundation’s (ASF) Code of Conduct . Below, please find a breakdown of how that code applies to Airflow Slack and in-person Meetups
Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code of Conduct . In addition to those primary guidelines, these policies are specifically for Airflow Slack. The Airflow Slack community contains 40,000+ members and continues to grow. Because this community is run by the very practitioners who build in Airflow daily, our members feel a sense of camaraderie, ownership, and comfortability here. ">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
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index 8f18296655..ed6fa9d5e9 100644
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<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: ">
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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="2025-11-03T11:17:22+05:30">
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index c9c48eaf4a..e63429695b 100644
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<meta itemprop="description" content="Documentation Apache Airflow® Apache Airflow Core, which includes webserver, scheduler, CLI and other components that are needed for minimal Airflow installation. Read the documentation »
Task SDK The Task SDK provides python-native interfaces for defining DAGs, executing tasks in isolated subprocesses and interacting with Airflow resources (e.g., Connections, Variables, XComs, Metrics, Logs, and OpenLineage events) at runtime. The goal of task-sdk is to decouple DAG authoring from Airflow internals (Scheduler, API Server, etc.), providing a forward-compatible, stable interface for writing and maintaining DAGs across Airflow versions. Read the documentation »">
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index 96dd2601a4..ee2f8b2043 100644
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<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.">
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+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index fc5854ea1a..418d61eff2 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 3adefbf8ab..2a542c1337 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/roadmap/index.html b/roadmap/index.html
index b4c638450f..0cfe0f7090 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -44,7 +44,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily hidden. When the content is ready, re-add the page by putting the following code in the frontmatter:
--- title: "Roadmap" linkTitle: "Roadmap" showSideNav: false menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around (it may not be very intuitive for everyone at first) is that this Airflow Python script is really just a configuration file specifying the DAG’s structure as code. The actual tasks defined here will run in a different context from the context of this script. Different tasks run on different workers at different points in time, which [...]
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index 17ad87c1b7..a43e1e8e48 100644
--- a/search/index.html
+++ b/search/index.html
@@ -37,12 +37,12 @@
<meta property="og:description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Search Results">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index df2c19f2ea..878917508e 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,230 +3,230 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2025-11-03T11:17:22+05:30</lastmod>
+ <lastmod>2025-11-05T19:16:56+01:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 1e65f146aa..1fe21cd88c 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Apache Airflow">
<meta itemprop="description" content="<!DOCTYPE html> Redirecting... If you are not redirected automatically, please click here. ">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="12">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.html b/tags/index.html
index b3779fa385..2bdc885887 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Tags">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 75500fc735..d29dff6bdd 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? With the creation of a new AW
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
+ <meta property="article:modified_time" content="2025-11-05T19:16:56+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="adjoe">
<meta itemprop="description" content="What was the problem? Before adopting Airflow at adjoe, we handled job scheduling in two main ways: by setting up Kubernetes cronjobs or building AWS Lambda functions. While both approaches had their benefits, they also came with limitations, especially when it came to managing more complex workloads. As our data science teams needs evolved, it became clear that we needed a more robust and flexible orchestration tool.
How did Apache Airflow help to solve this problem? With the creation of a new AWS environment for the data science teams, we introduced Airflow on Kubernetes as our primary orchestration solution, addressing both stability and scalability requirements.">
- <meta itemprop="dateModified" content="2025-11-03T11:17:22+05:30">
+ <meta itemprop="dateModified" content="2025-11-05T19:16:56+01:00">
<meta itemprop="wordCount" content="258">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index b04d07f893..60fa179301 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2025-11-03T11:17:22+05:30">
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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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diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
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<meta itemprop="name" content="Adyen">
<meta itemprop="description" content="What was the problem? Many years ago we started out with our own orchestration framework. Due to all the required custom functionality it made sense at the time. However, quickly we realized creating an orchestration tool is not to be underestimated. With the quickly increasing number of users and teams, time spent on fixing issues increased, severely limiting development speed. Furthermore, due to it not being open source, we constantly had to mak [...]
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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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@@ -39,13 +39,13 @@ This video shows an example of using Airflow to run the pipelines that power a c
<meta property="og:locale" content="en">
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<meta itemprop="name" content="Business Operations">
<meta itemprop="description" content=" Use Airflow for Business operations pipelines Airflow can be the starting point for your business idea! For many companies, Airflow delivers the data that powers their core business applications. Whether you need to aggregate user data to power personalized recommendations, display analytics in a user-facing dashboard, or prepare the input data for an LLM, Airflow is the perfect orchestrator.
This video shows an example of using Airflow to run the pipelines that power a customer-facing analytics dashboard. You can find the code shown in this example here.">
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diff --git a/use-cases/dish/index.html b/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 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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diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
index e8638fdfa2..14c2dcc48f 100644
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@@ -39,13 +39,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content=" Use Airflow for ETL/ELT pipelines Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines are the most common use case for Apache Airflow. 90% of respondents in the 2023 Apache Airflow survey are using Airflow for ETL/ELT to power analytics use cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate data from a CSV file, as well as weather data from an API, runs transformations and then loads the results into a database to power a dashboard. You can find the code for this example here.">
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
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@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
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<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 [...]
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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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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
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@@ -39,13 +39,13 @@ Infrastructure management is often needed within the context of other use cases,
<meta property="og:locale" content="en">
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<meta property="article:section" content="use-cases">
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<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.">
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
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<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 [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
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@@ -39,13 +39,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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<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.">
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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 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
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@@ -39,13 +39,13 @@ We had built a robust stack of batch processes to deliver value to the business,
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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 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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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
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<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
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<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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