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commit 47f28849651eebada960c7b19d786a45b95fcb74
Author: GitHub Actions <[email protected]>
AuthorDate: Fri Jan 9 12:32:31 2026 +0000
Docs updated via refs/heads/main:d16f0b3746888bf30023e7a174f16161eec84450
---
announcements/index.html | 2 +-
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
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blog/airflow-1.10.10/index.html | 4 +-
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index a45bc931c5..8f83b7f382 100644
--- a/announcements/index.html
+++ b/announcements/index.html
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Yeonguk Choo (@choo1
Thanks to all the contributors who made this possible.
December 10, 2025 We’ve just released Apache Airflow 3.1.4 and Task SDK 1.1.4
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b/blog/airflow-survey-2022/index.html
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b/blog/airflow-survey-2023/index.html
index 8a24181e6c..21ee24580f 100644
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<meta itemprop="datePublished" content="2023-09-21T00:00:00+00:00">
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b/blog/airflow-survey-2024/index.html
index e73893192a..fb191acb69 100644
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b/blog/airflow_summit_2021/index.html
index 1d48db3f81..3482a5388d 100644
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index 3bf11d1e1d..1f7cf389b6 100644
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b/blog/announcing-new-website/index.html
index 7ccc6cdebd..81b8cb13fe 100644
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- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
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diff --git a/blog/apache-airflow-for-newcomers/index.html
b/blog/apache-airflow-for-newcomers/index.html
index 8d39eaa917..1477c42e1e 100644
--- a/blog/apache-airflow-for-newcomers/index.html
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
to author workflows
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
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content="2020-08-17T00:00:00+00:00">
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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
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index f658958d1d..9c77b83b08 100644
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index 7299981761..e18ff1d438 100644
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
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diff --git
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b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 60dd631159..68c7bc9385 100644
---
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
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@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
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b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index 55702a607b..95754673e4 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
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project under an or
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-08-30T00:00:00+00:00">
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<meta itemprop="description" content="Outreachy is a program which organises
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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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b/blog/fab-oid-vulnerability/index.html
index fab8c9753d..b373e23059 100644
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<meta property="og:image" content="/images/feature-image.png">
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<meta itemprop="description" content="Advising users who still use a
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<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
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index 7489aae6d4..198992b759 100644
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<meta property="og:image" content="/images/feature-image.png">
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b/blog/introducing_setup_teardown/index.html
index da372456a6..b9dccca770 100644
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<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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index 0d5545fc57..98ef66774d 100644
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b/blog/tags/airflow-summit/index.xml
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index 4516812a46..0688abf28e 100644
--- a/blog/tags/community/index.xml
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@@ -6,7 +6,7 @@
<description>Recent content in Community on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Thu, 08 Jan 2026 01:21:59 +0530</lastBuildDate>
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<atom:link href="/blog/tags/community/index.xml" rel="self"
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<item>
<title>Airflow Survey 2024</title>
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 1002e19ee0..47663f0cdf 100644
--- a/blog/tags/development/index.html
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index 36785527e4..1dfe650e7f 100644
--- a/blog/tags/development/index.xml
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@@ -6,7 +6,7 @@
<description>Recent content in Development on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
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<atom:link href="/blog/tags/development/index.xml" rel="self"
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<item>
<title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html
b/blog/tags/documentation/index.html
index 48c6b2d296..cc9dbcdc82 100644
--- a/blog/tags/documentation/index.html
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- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
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diff --git a/blog/tags/documentation/index.xml
b/blog/tags/documentation/index.xml
index 121459af83..e272361236 100644
--- a/blog/tags/documentation/index.xml
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@@ -6,7 +6,7 @@
<description>Recent content in Documentation on Apache
Airflow</description>
<generator>Hugo</generator>
<language>en</language>
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<item>
<title>Experience in Google Season of Docs 2019 with Apache
Airflow</title>
diff --git a/blog/tags/release/index.html b/blog/tags/release/index.html
index d4cf4a3c02..67dcc4ab08 100644
--- a/blog/tags/release/index.html
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- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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index db16ae19d1..c5fafc2ab0 100644
--- a/blog/tags/release/index.xml
+++ b/blog/tags/release/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Release on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
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<atom:link href="/blog/tags/release/index.xml" rel="self"
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<item>
<title>Apache Airflow CTL aka airflowctl 0.1.0</title>
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index e62de96c24..90beeb19d4 100644
--- a/blog/tags/rest-api/index.html
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<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index 0bfcf57551..948e528178 100644
--- a/blog/tags/rest-api/index.xml
+++ b/blog/tags/rest-api/index.xml
@@ -6,7 +6,7 @@
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<language>en</language>
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index cc99811135..14c081bdc1 100644
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+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index 8983ed179d..251308dfe5 100644
--- a/blog/tags/survey/index.xml
+++ b/blog/tags/survey/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Survey on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Thu, 08 Jan 2026 01:21:59 +0530</lastBuildDate>
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<atom:link href="/blog/tags/survey/index.xml" rel="self"
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<item>
<title>Airflow Survey 2024</title>
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index e48377c923..2ed9fe2ae4 100644
--- a/blog/tags/users/index.html
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- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
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diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index 9ea2cb17d5..bb89505db9 100644
--- a/blog/tags/users/index.xml
+++ b/blog/tags/users/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Users on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Thu, 08 Jan 2026 01:21:59 +0530</lastBuildDate>
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<atom:link href="/blog/tags/users/index.xml" rel="self"
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<title>Airflow Survey 2024</title>
diff --git a/blog/tags/vulnerabilities/index.html
b/blog/tags/vulnerabilities/index.html
index 02b2081bc6..fcf096a715 100644
--- a/blog/tags/vulnerabilities/index.html
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@@ -35,7 +35,7 @@
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<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.xml
b/blog/tags/vulnerabilities/index.xml
index 5ffc1e285a..1597f2be5b 100644
--- a/blog/tags/vulnerabilities/index.xml
+++ b/blog/tags/vulnerabilities/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Vulnerabilities on Apache
Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Thu, 08 Jan 2026 01:21:59 +0530</lastBuildDate>
+ <lastBuildDate>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
<atom:link href="/blog/tags/vulnerabilities/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Vulnerability in long deprecated OpenID authentication method in
Flask AppBuilder</title>
diff --git a/code-of-conduct/index.html b/code-of-conduct/index.html
index 1b9d00520d..506f4d31fd 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ 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. Â ">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index 692e1a57fa..72ae150a48 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
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<meta itemprop="image" content="/images/feature-image.png">
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index a47800cbe6..2dfb28ed87 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="community">
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+ <meta property="article:modified_time" content="2026-01-09T18:00:08+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="2026-01-08T01:21:59+05:30">
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<meta itemprop="image" content="/images/feature-image.png">
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index d60705385d..646a2ae7a8 100644
--- a/docs/index.html
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@@ -36,7 +36,7 @@ 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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="586">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 524ba63d37..ab5b07c677 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ 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="Â 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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="2073">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 4d71dad4cd..fff59750bc 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index 9e0ebc00f5..e1a5b99173 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index c94dd29f85..bb5aff0f44 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the
Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/roadmap/index.html b/roadmap/index.html
index ce373df52f..79f79a0c97 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily
hidden. When the content is ready, re-add the page by putting the following
code in the frontmatter:
--- title: "Roadmap" linkTitle: "Roadmap" showSideNav: false
menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around
(it may not be very intuitive for everyone at first) is that this Airflow
Python script is really just a configuration file specifying the DAG’s
structure as code. The actual tasks defined here will run in a different
context from the context of this script. Different tasks run on different
workers at different points in time, which [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index 9b6528d3a1..f753b82300 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
<meta property="og:description" content="Platform created by the community
to programmatically author, schedule and monitor workflows.">
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 02a92f3410..fc7d8da429 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,233 +3,233 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2026-01-08T01:21:59+05:30</lastmod>
+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
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+ <lastmod>2026-01-09T18:00:08+05:30</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 07b66869d2..ad792f20ed 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="12">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.html b/tags/index.html
index b5160e5226..11d1721072 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -35,7 +35,7 @@
<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="2025-10-15T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.xml b/tags/index.xml
index 34ebec8a29..9203780646 100644
--- a/tags/index.xml
+++ b/tags/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Tags on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Thu, 08 Jan 2026 01:21:59 +0530</lastBuildDate>
+ <lastBuildDate>Fri, 09 Jan 2026 18:00:08 +0530</lastBuildDate>
<atom:link href="/tags/index.xml" rel="self" type="application/rss+xml" />
<item>
<title>Release</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index e92293ac28..4420ca549f 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ 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="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<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 c8a3bc7f25..e5dbba0e7d 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data
platforms need sophisticated data pipelines connecting to many backend services
enabling complex workflows. These workflows need to be deployed, monitored, and
run either on regular schedules or triggered by external events. Adobe
Experience Platform component services architected and built an orchestration
service to enable their users to author, schedule, and monitor complex
hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="251">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index e2fd536db3..08781779f9 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adyen">
<meta itemprop="description" content="What was the problem? Many years ago
we started out with our own orchestration framework. Due to all the required
custom functionality it made sense at the time. However, quickly we realized
creating an orchestration tool is not to be underestimated. With the quickly
increasing number of users and teams, time spent on fixing issues increased,
severely limiting development speed. Furthermore, due to it not being open
source, we constantly had to mak [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="405">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html
b/use-cases/big-fish-games/index.html
index 189df8693c..b73a681327 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Big Fish Games">
<meta itemprop="description" content="What was the problem? The main
challenge is the lack of standardized ETL workflow orchestration tools.
PowerShell and Python-based ETL frameworks built in-house are currently used
for scheduling and running analytical workloads. However, there is no web UI
through which we can monitor these workflows and it requires additional effort
to maintain this framework. These scheduled jobs based on external dependencies
are not well suited to modern Big Da [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="336">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html
b/use-cases/business_operations/index.html
index f49699a129..8e3f0254f0 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the
pipelines that power a c
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Business Operations">
<meta itemprop="description" content="Use Airflow for Business operations
pipelines Airflow can be the starting point for your business idea! For many
companies, Airflow delivers the data that powers their core business
applications. Whether you need to aggregate user data to power personalized
recommendations, display analytics in a user-facing dashboard, or prepare the
input data for an LLM, Airflow is the perfect orchestrator.
This video shows an example of using Airflow to run the pipelines that power a
customer-facing analytics dashboard. You can find the code shown in this
example here.">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="425">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 422e58996b..119c2dc527 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced
increasing complexity managing lengthy crontabs with scheduling being an issue,
this required carefully planning timing due to resource constraints, usage
patterns, and especially custom code needed for retry logic. In the last case,
having to verify success of previous jobs and/or steps prior to running the
next. Furthermore, time to results is important, but we were increasingly
relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="248">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html
b/use-cases/etl_analytics/index.html
index 7c0f026aa9..ab06e1fc37 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ 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="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="291">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 692384beec..34075db523 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem?
Ultimately we decided flexibl
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="191">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index 6c3f0d6d74..1ad721c89f 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/infrastructure-management/index.html
b/use-cases/infrastructure-management/index.html
index 9b85186553..5fb302d6ec 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the
context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="310">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index b71194dbe7..5d8743c960 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+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 d [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="376">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 2a864f0bee..91771c4a2c 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third
party data sources, clou
<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="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="294">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html
b/use-cases/plarium-krasnodar/index.html
index c12515921c..8fae566b7a 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research
& Development department carries out various experiments, and in all of
them, we need to create workflow orchestrations for solving tasks in game dev.
Previously, we didn’t have any suitable tools with a sufficient number of
built-in functions, and we had to orchestrate processes manually and entirely
from scratch every time. This led to difficulties with dependencies and
monitoring when building complex workf [...]
- <meta itemprop="dateModified" content="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="257">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 3901724fc7..cee8bbc58c 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver
value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="400">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 38084dfd2b..166ab9b867 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index ba1dc5f288..3e971a0590 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 99c069f130..9a41be7b3f 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the
installation of several librar
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-01-08T01:21:59+05:30">
+ <meta property="article:modified_time" content="2026-01-09T18:00:08+05:30">
<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="2026-01-08T01:21:59+05:30">
+ <meta itemprop="dateModified" content="2026-01-09T18:00:08+05:30">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">