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new edf8ebe340 Docs updated via
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commit edf8ebe34093562f6814aa0aeb45c505ab47e6ba
Author: GitHub Actions <[email protected]>
AuthorDate: Wed Mar 11 12:27:06 2026 +0000
Docs updated via refs/heads/main:dfc8ce56553ccdbaadbfeff9836b6e9ff16b1d3a
---
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blocktype/index.html | 2 +-
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blog/index.html | 2 +-
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.../sphinx_airflow_theme-0.3.0-py3-none-any.whl | Bin 447930 -> 447930 bytes
.../sphinx_airflow_theme-0.3.0.tar.gz | Bin 433598 -> 433617 bytes
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tags/index.html | 2 +-
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91 files changed, 251 insertions(+), 251 deletions(-)
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--- a/announcements/index.html
+++ b/announcements/index.html
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January 14, 2026 Airflow PMC welcomes new PMC members:
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index ffc48d7dfd..9fda2211d1 100644
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<meta property="og:image" content="/blog/airflow-3.1.0/images/3.1.0.jpg">
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<meta itemprop="datePublished" content="2025-09-25T00:00:00+00:00">
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b/blog/airflow-survey-2020/index.html
index 4d0c171ea2..dd2d779f9a 100644
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+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
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<meta itemprop="datePublished" content="2021-03-09T00:00:00+00:00">
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b/blog/airflow-survey-2022/index.html
index 9dc83aa524..735f860b63 100644
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<meta itemprop="description" content="2021 saw rapid adoption of Airflow 2,
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b/blog/airflow-survey-2023/index.html
index e1b1a712a4..c4527c8c64 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 dbed371acd..1784d02cbd 100644
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<meta itemprop="datePublished" content="2025-02-27T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
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b/blog/airflow-survey-2025/index.html
index 637ffcc733..137c19397a 100644
--- a/blog/airflow-survey-2025/index.html
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index 2b194c541b..c2a5abffa1 100644
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index a11694aa63..fe2bef8a1a 100644
--- a/blog/airflow-three-point-oh-is-here/index.html
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index ada086e1dd..ebdaee6757 100644
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b/blog/airflow_summit_2021/index.html
index f395ce6205..0f45fd5cba 100644
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b/blog/airflow_summit_2022/index.html
index 5395a04c44..f51e122ca0 100644
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index cdeb43a82e..fec1c6f0f2 100644
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content="/images/blog/airflowctl-0.1.0/airflowctl-cover.png">
<meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
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<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
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b/blog/announcing-new-website/index.html
index ea77992289..02a47a782c 100644
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<meta itemprop="datePublished" content="2019-12-11T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
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b/blog/apache-airflow-for-newcomers/index.html
index 28aed4b870..839182ccc7 100644
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
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b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
index a82d182950..7fb7014740 100644
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diff --git
a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index d133d43c07..b2566eab71 100644
---
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
@@ -40,7 +40,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-12-20T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="article:tag" content="Documentation">
<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ About Me I have been writing tech articles on medium as well
as my blog for the
<meta itemprop="description" content="I came across Google Season of Docs
(GSoD) almost by accident, thanks to my extensive HackerNews and Twitter
addiction. I was familiar with the Google Summer of Code but not with this
program. It turns out it was the inaugural phase. I read the details, and the
process felt a lot like GSoC except that this was about documentation.
About Me I have been writing tech articles on medium as well as my blog for
the past 1.5 years. Blogging helps me test my understanding of the concepts as
untangling the toughest of ideas in simple sentences requires a considerable
time investment.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="1521">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Documentation">
diff --git a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
index a5a1ba2f45..550b4a7a68 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -40,7 +40,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-08-30T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
@@ -48,7 +48,7 @@ Contribution Period The first thing I had to do was choose a
project under an or
<meta itemprop="description" content="Outreachy is a program which organises
three months paid internships with FOSS projects for people who are typically
underrepresented in those projects.
Contribution Period The first thing I had to do was choose a project under an
organisation. After going through all the projects I chose “Extending the REST
API of Apache Airflow”, because I had a good idea of what REST API(s) are, so I
thought it would be easier to get started with the contributions. The next step
was to set up Airflow’s dev environment which thanks to Breeze, was a breeze.
Since I had never contributed to FOSS before so this part was overwhelming but
there were plenty [...]
<meta itemprop="datePublished" content="2020-08-30T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="528">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html
b/blog/fab-oid-vulnerability/index.html
index bcd71fcf2e..40cd1019ed 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2024-02-26T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="article:tag" content="Vulnerabilities">
<meta property="og:image" content="/images/feature-image.png">
<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">
<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="638">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Vulnerabilities">
diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html
b/blog/implementing-stable-api-for-apache-airflow/index.html
index 7a1ee1c3f5..046573d431 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2020-07-19T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="article:tag" content="REST API">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Implementing Stable API for Apache Airflow">
<meta itemprop="description" content="An Outreachy intern's progress
report on contributing to Apache Airflow REST API.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="703">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index f99e5fd1bf..20b883832e 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Blog">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/index.xml b/blog/index.xml
index 251f606d27..b51d6618e8 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
<id>/blog/</id>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<entry>
@@ -16,7 +16,7 @@
<link href="/blog/airflow-survey-2025/" rel="alternate"/>
<id>/blog/airflow-survey-2025/</id>
<published>2026-01-22T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -38,7 +38,7 @@
<link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
<id>/blog/airflowctl-0.1.0/</id>
<published>2025-10-15T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -201,7 +201,7 @@ The secure CLI foundation lays the groundwork for Airflow’s
next generation. A
<link href="/blog/airflow-3.1.0/" rel="alternate"/>
<id>/blog/airflow-3.1.0/</id>
<published>2025-09-25T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -387,7 +387,7 @@ human-centered. We can’t wait to see what you build
with it!</p>
<link href="/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
<id>/blog/airflow-three-point-oh-is-here/</id>
<published>2025-04-22T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -793,7 +793,7 @@ Let’s build the future of data orchestration—together.</p>
<link href="/blog/airflow-survey-2024/" rel="alternate"/>
<id>/blog/airflow-survey-2024/</id>
<published>2025-02-27T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -815,7 +815,7 @@ Let’s build the future of data orchestration—together.</p>
<link href="/blog/airflow-2.10.0/" rel="alternate"/>
<id>/blog/airflow-2.10.0/</id>
<published>2024-08-08T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -939,7 +939,7 @@ executor =
'LocalExecutor,KubernetesExecutor,my.custom.module.ExecutorClass:
<link href="/blog/airflow-2.9.0/" rel="alternate"/>
<id>/blog/airflow-2.9.0/</id>
<published>2024-04-08T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1061,7 +1061,7 @@ xcom_objectstorage_compression = gzip
<link href="/blog/fab-oid-vulnerability/" rel="alternate"/>
<id>/blog/fab-oid-vulnerability/</id>
<published>2024-02-26T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1148,7 +1148,7 @@ where Flask AppBuilder is also used.</p>
<link href="/blog/airflow-2.8.0/" rel="alternate"/>
<id>/blog/airflow-2.8.0/</id>
<published>2023-12-15T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1229,7 +1229,7 @@ We care for your security, and “secure by
default” is one of the thi
<link href="/blog/airflow-survey-2023/" rel="alternate"/>
<id>/blog/airflow-survey-2023/</id>
<published>2023-09-21T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1248,7 +1248,7 @@ We care for your security, and “secure by
default” is one of the thi
<link href="/blog/airflow-2.7.0/" rel="alternate"/>
<id>/blog/airflow-2.7.0/</id>
<published>2023-08-18T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1311,7 +1311,7 @@ The following providers have been moved and require
certain minimum providers ve
<link href="/blog/introducing_setup_teardown/" rel="alternate"/>
<id>/blog/introducing_setup_teardown/</id>
<published>2023-08-18T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1360,7 +1360,7 @@ The following providers have been moved and require
certain minimum providers ve
<link href="/blog/airflow-2.6.0/" rel="alternate"/>
<id>/blog/airflow-2.6.0/</id>
<published>2023-04-30T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1420,7 +1420,7 @@ The following providers have been moved and require
certain minimum providers ve
<link href="/blog/airflow-2.5.0/" rel="alternate"/>
<id>/blog/airflow-2.5.0/</id>
<published>2022-12-02T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1456,7 +1456,7 @@ c. Everything runs in one process, so you can put a
breakpoint in your IDE, and
<link href="/blog/airflow-2.4.0/" rel="alternate"/>
<id>/blog/airflow-2.4.0/</id>
<published>2022-09-19T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1561,7 +1561,7 @@ c. Everything runs in one process, so you can put a
breakpoint in your IDE, and
<link href="/blog/airflow-survey-2022/" rel="alternate"/>
<id>/blog/airflow-survey-2022/</id>
<published>2022-06-17T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3252,7 +3252,7 @@ c. Everything runs in one process, so you can put a
breakpoint in your IDE, and
<link href="/blog/airflow_summit_2022/" rel="alternate"/>
<id>/blog/airflow_summit_2022/</id>
<published>2022-05-16T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3277,7 +3277,7 @@ communities to watch the event and network.</p>
<link href="/blog/airflow-2.3.0/" rel="alternate"/>
<id>/blog/airflow-2.3.0/</id>
<published>2022-04-30T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3379,7 +3379,7 @@ Sade’s “Smooth Operator”. Enjoy!</li>
<link href="/blog/airflow-2.2.0/" rel="alternate"/>
<id>/blog/airflow-2.2.0/</id>
<published>2021-10-11T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3435,7 +3435,7 @@ Sade’s “Smooth Operator”. Enjoy!</li>
<link href="/blog/airflow_summit_2021/" rel="alternate"/>
<id>/blog/airflow_summit_2021/</id>
<published>2021-03-21T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3457,7 +3457,7 @@ participate in its development.</p>
<link href="/blog/airflow-survey-2020/" rel="alternate"/>
<id>/blog/airflow-survey-2020/</id>
<published>2021-03-09T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4782,7 +4782,7 @@ to share their experience and tools.</p>
<link href="/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
<id>/blog/airflow-two-point-oh-is-here/</id>
<published>2020-12-17T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4876,7 +4876,7 @@ Docs on <a
href="http://airflow.apache.org/docs/apache-airflow-providers/package
<link href="/blog/experience-with-airflow-as-an-outreachy-intern/"
rel="alternate"/>
<id>/blog/experience-with-airflow-as-an-outreachy-intern/</id>
<published>2020-08-30T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4937,7 +4937,7 @@ community that has been made my summer, one to
remember.</p>
<link href="/blog/airflow-1.10.12/" rel="alternate"/>
<id>/blog/airflow-1.10.12/</id>
<published>2020-08-25T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5058,7 +5058,7 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu,
dewaldabrie, pulsar314, retornam,
<link href="/blog/apache-airflow-for-newcomers/" rel="alternate"/>
<id>/blog/apache-airflow-for-newcomers/</id>
<published>2020-08-17T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5171,7 +5171,7 @@ and <a href="https://github.com/turbaszek">Tomek</a> for
all their support. I&rs
<link href="/blog/implementing-stable-api-for-apache-airflow/"
rel="alternate"/>
<id>/blog/implementing-stable-api-for-apache-airflow/</id>
<published>2020-07-19T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5257,7 +5257,7 @@ wonderful reviews. I’m grateful.</p>
<link href="/blog/airflow-1.10.10/" rel="alternate"/>
<id>/blog/airflow-1.10.10/</id>
<published>2020-04-09T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5400,7 +5400,7 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have
been in progress in anoth
<link href="/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
<id>/blog/airflow-1.10.8-1.10.9/</id>
<published>2020-02-23T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5455,7 +5455,7 @@ for 1.10.* series but would no longer be available from
Airflow 2.0</p>
<link
href="/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/"
rel="alternate"/>
<id>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
<published>2019-12-20T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5553,7 +5553,7 @@ After a lot of trial and error, we arrived at a version
with which both of us co
<link href="/blog/airflow-survey/" rel="alternate"/>
<id>/blog/airflow-survey/</id>
<published>2019-12-11T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6356,7 +6356,7 @@ declare DAGs.</p>
<link href="/blog/announcing-new-website/" rel="alternate"/>
<id>/blog/announcing-new-website/</id>
<published>2019-12-11T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6388,7 +6388,7 @@ and that its improved accessibility increases adoption
and use of Apache Airflow
<link
href="/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/"
rel="alternate"/>
<id>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6403,7 +6403,7 @@ and that its improved accessibility increases adoption
and use of Apache Airflow
<link href="/blog/documenting-using-local-development-environments/"
rel="alternate"/>
<id>/blog/documenting-using-local-development-environments/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6442,7 +6442,7 @@ a team for 3 months.</p>
<link href="/blog/its-a-breeze-to-develop-apache-airflow/"
rel="alternate"/>
<id>/blog/its-a-breeze-to-develop-apache-airflow/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-03-11T13:09:28Z</updated>
+ <updated>2026-03-11T13:24:02Z</updated>
<author>
<name>Apache Airflow</name>
</author>
diff --git a/blog/introducing_setup_teardown/index.html
b/blog/introducing_setup_teardown/index.html
index 9bb82f254b..7850f7db82 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -39,13 +39,13 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2023-08-18T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<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">
<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="678">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/its-a-breeze-to-develop-apache-airflow/index.html
b/blog/its-a-breeze-to-develop-apache-airflow/index.html
index 1e15672137..35047a0dea 100644
--- a/blog/its-a-breeze-to-develop-apache-airflow/index.html
+++ b/blog/its-a-breeze-to-develop-apache-airflow/index.html
@@ -39,14 +39,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time"
content="2019-11-22T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="It's a "Breeze" to develop Apache
Airflow">
<meta itemprop="description" content="A Principal Software Engineer's
journey to developer productivity. Learn how Jarek and his team sped up and
simplified Airflow development for the community.">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="124">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Development">
diff --git a/blog/tags/airflow-summit/index.html
b/blog/tags/airflow-summit/index.html
index 4445f324ef..15ccc3312e 100644
--- a/blog/tags/airflow-summit/index.html
+++ b/blog/tags/airflow-summit/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Airflow Summit">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2022-05-16T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/airflow-summit/index.xml
b/blog/tags/airflow-summit/index.xml
index f4735f57eb..23eb587e85 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Airflow Summit on Apache
Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/airflow-summit/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Airflow Summit 2022</title>
diff --git a/blog/tags/community/index.html b/blog/tags/community/index.html
index c56d434fc1..34728f263e 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index b0d894830e..e8c6dcc6c6 100644
--- a/blog/tags/community/index.xml
+++ b/blog/tags/community/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Community on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/community/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Airflow Survey 2025</title>
diff --git a/blog/tags/development/index.html b/blog/tags/development/index.html
index 425e8e30ad..c587f1b150 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Development">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index 241e2844e8..58c6aadf7b 100644
--- a/blog/tags/development/index.xml
+++ b/blog/tags/development/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Development on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/development/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Documenting using local development environment</title>
diff --git a/blog/tags/documentation/index.html
b/blog/tags/documentation/index.html
index 181a71fe3a..fd42fb9351 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2019-12-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/documentation/index.xml
b/blog/tags/documentation/index.xml
index 9ec278b0ad..452b76c7ed 100644
--- a/blog/tags/documentation/index.xml
+++ b/blog/tags/documentation/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Documentation on Apache
Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/documentation/index.xml" rel="self"
type="application/rss+xml" />
<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 af265dd63b..44d50322e6 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Release">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index e5a02ee873..b846163f7e 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>
- <lastBuildDate>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/release/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Apache Airflow CTL aka airflowctl 0.1.0</title>
diff --git a/blog/tags/rest-api/index.html b/blog/tags/rest-api/index.html
index 7f7c38c3c4..73aec655b0 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="REST API">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/rest-api/index.xml b/blog/tags/rest-api/index.xml
index e017a82380..a8ab955937 100644
--- a/blog/tags/rest-api/index.xml
+++ b/blog/tags/rest-api/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in REST API on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/rest-api/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Implementing Stable API for Apache Airflow</title>
diff --git a/blog/tags/survey/index.html b/blog/tags/survey/index.html
index cbe4beff0c..0c7bb993d1 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Survey">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index c51c5042c2..8a0f28364d 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>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/survey/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Airflow Survey 2025</title>
diff --git a/blog/tags/users/index.html b/blog/tags/users/index.html
index 8637a90c3b..61bf44e55b 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Users">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index 206d0803ec..12e9403ba9 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>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/blog/tags/users/index.xml" rel="self"
type="application/rss+xml" />
<item>
<title>Airflow Survey 2025</title>
diff --git a/blog/tags/vulnerabilities/index.html
b/blog/tags/vulnerabilities/index.html
index 40f03808d5..22ebd87ec3 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
<meta itemprop="name" content="Vulnerabilities">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2024-02-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.xml
b/blog/tags/vulnerabilities/index.xml
index e7933e82fd..028289934b 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>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</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 76ea2495c7..5a6140353c 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -44,7 +44,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache
Foundation’s Code
<meta itemprop="name" content="Code of Conduct">
<meta itemprop="description" content="Community Code of Conduct All Airflow
Community groups abide by The Apache Software Foundation’s (ASF) Code of
Conduct . Below, please find a breakdown of how that code applies to Airflow
Slack and in-person Meetups
Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
of Conduct . In addition to those primary guidelines, these policies are
specifically for Airflow Slack. The Airflow Slack community contains
40,000+ members and continues to grow. Because this community is run by the
very practitioners who build in Airflow daily, our members feel a sense of
camaraderie, ownership, and comfortability here. ">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index 4e43e4f842..9cff72a2e9 100644
--- a/community/index.html
+++ b/community/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content="Want to contribute? Join the Dev list
The Dev list is the preferred channel for announcements, proposals and votes.
Manage your subscription:">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="560">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/resources/index.html b/community/resources/index.html
index dbb870d95a..6a2aa2eb77 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="community">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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 Logo SVGs (light): Horizontal,
Small, Icon Logo SVGs (dark): Horizontal, Small, Icon Brandbook Drawio Diagrams
Lucidchart Diagrams Promo stuff Proposed Logo Redesign">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="43">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/docs/index.html b/docs/index.html
index 56a65e64d3..cdb6842d81 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -44,7 +44,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL
(airflowctl) is a command-lin
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache
Airflow Core, which includes webserver, scheduler, CLI and other components
that are needed for minimal Airflow installation. Read the documentation »
Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a
command-line interface (CLI) for Apache Airflow that interacts exclusively with
the Airflow REST API. It provides a secure, auditable, and consistent way to
manage Airflow deployments — without direct access to the metadata database.
Read the documentation »">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="587">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 047acbd7c4..bec5fb1ad9 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -44,7 +44,7 @@ If you would you like to be included on this page, please
reach out to the Apach
<meta itemprop="name" content="Ecosystem">
<meta itemprop="description" content=" Ecosystem These resources and
services are not maintained, nor endorsed by the Apache Airflow® Community and
Apache Airflow project (maintained by the Committers and the Airflow PMC). Use
them at your sole discretion. The community does not verify the licences nor
validity of those tools, so it’s your responsibility to verify them.
If you would you like to be included on this page, please reach out to the
Apache Airflow dev or user mailing list and let us know or simply open a Pull
Request to that page.">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="2190">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 039b513c5f..5ba5f0132d 100644
--- a/index.html
+++ b/index.html
@@ -42,7 +42,7 @@
<meta itemprop="name" content="Home">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index f64719890a..40e5cb4509 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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 0d43bb62da..0936407c53 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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+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 106dcada7c..fe1a5206ec 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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+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 d9a01e0970..f8b09422e7 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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 1e6114d66e..da87be5279 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,236 +3,236 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2025/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
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</url><url>
<loc>/blog/airflow-1.10.12/</loc>
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</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
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</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
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</url><url>
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</url><url>
<loc>/use-cases/adyen/</loc>
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<loc>/use-cases/big-fish-games/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
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<loc>/blocktype/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
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</url><url>
<loc>/use-cases/business_operations/</loc>
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<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
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</url><url>
<loc>/community/</loc>
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<loc>/use-cases/dish/</loc>
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</url><url>
<loc>/ecosystem/</loc>
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</url><url>
<loc>/use-cases/etl_analytics/</loc>
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</url><url>
<loc>/use-cases/experity/</loc>
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<loc>/</loc>
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</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
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</url><url>
<loc>/meetups/</loc>
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</url><url>
<loc>/use-cases/mlops/</loc>
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</url><url>
<loc>/use-cases/onefootball/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
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</url><url>
<loc>/privacy-notice/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
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</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
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+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
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</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2026-03-11T13:09:28+01:00</lastmod>
+ <lastmod>2026-03-11T13:24:02+01:00</lastmod>
</url>
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diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl
b/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl
index 767c6a4ab5..a4d9feabef 100644
Binary files a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl
and b/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0-py3-none-any.whl differ
diff --git a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0.tar.gz
b/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0.tar.gz
index 00d06e5d8f..19b4173c26 100644
Binary files a/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0.tar.gz and
b/sphinx-airflow-theme/sphinx_airflow_theme-0.3.0.tar.gz differ
diff --git a/survey/index.html b/survey/index.html
index 3814899d79..97a7757ec7 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...
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- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+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 d08483f424..255cd3b8b8 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
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<meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.xml b/tags/index.xml
index f081f222fd..9493733e81 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>Wed, 11 Mar 2026 13:09:28 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 13:24:02 +0100</lastBuildDate>
<atom:link href="/tags/index.xml" rel="self" type="application/rss+xml" />
<item>
<title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 948f5ee63e..dfd6ee3745 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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+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
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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.
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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="2026-03-11T13:09:28+01:00">
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diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index c1de438c12..17b62eed3d 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
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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 [...]
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
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diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index b80b9a24b0..e8d96d6426 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 f7f5fd79f8..4f43802b88 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 7ddf1d27f4..2d553178c3 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -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">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 73b365f195..2a3030d689 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 03fd3d0601..a6b49b05c2 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -39,13 +39,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow
that extracts climate
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 cc575f506b..25e9f6f1ee 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem?
Ultimately we decided flexibl
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Experity">
<meta itemprop="description" content="What was the problem? We had to deploy
our complex, flagship app to multiple nodes in multiple ways. This required
tasks to communicate across Windows nodes and coordinate timing perfectly. We
did not want to buy an expensive enterprise scheduling tool and needed ultimate
flexibility.
How did Apache Airflow help to solve this problem? Ultimately we decided
flexible, multi-node, DAG capable tooling was key and airflow was one of the
few tools that fit that bill. Having it based on open source and python were
large factors that upheld our core principles. At the time, Airflow was missing
a windows hook and operator so we contributed the WinRM hook and operator back
to the community. Given its flexibility we also use DAG generators to have our
metadata drive our DAGs and [...]
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 ae80112e64..a8852e6b03 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -42,7 +42,7 @@
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 fd720e1910..fd74569fe1 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -39,13 +39,13 @@ Infrastructure management is often needed within the
context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Infrastructure Management">
<meta itemprop="description" content="Use Airflow for Infrastructure
Management Airflow can interact with any API, which makes it a great tool to
manage your infrastructure, such as Kubernetes or Spark clusters running in any
cloud. As of Airflow 2.7, the setup/teardown feature is available, a special
type of task with intelligent behavior to spin up and tear down infrastructure
at the exact time you need it.
Infrastructure management is often needed within the context of other use
cases, such as MLOps, or implementing data quality checks. This video shows an
example of how it might be used for an MLOps pipeline. You can find the code
shown in this example here.">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 e1ed239bef..058bb153c9 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -38,12 +38,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term
encompassing everything needed to run machine learning models in production.
MLOps is a rapidly evolving field with many different best practices and
behavioral patterns, with Apache Airflow providing tool agnostic orchestration
capabilities for all steps. An emerging subset of MLOps is Large Language Model
Operations (LLMOps), which focuses on d [...]
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 5eb48026d2..25ee99e671 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -39,13 +39,13 @@ On top of that, new data tools appear each month: third
party data sources, clou
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Onefootball">
<meta itemprop="description" content="What was the problem? With millions of
daily active users, managing the complexity of data engineering at Onefootball
is a constant challenge. Lengthy crontabs, multiplication of custom API
clients, erosion of confidence in the analytics served, increasing heroism
(“only one person can solve this issue”). Those are the challenges that most
teams face unless they consciously invest in their tools and processes.
On top of that, new data tools appear each month: third party data sources,
cloud providers solutions, different storage technologies… Managing all those
integrations is costly and brittle, especially for small data engineering teams
that are trying to do more with less.">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 f628a72710..4ca4c22ec7 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research
& Development department carries out various experiments, and in all of
them, we need to create workflow orchestrations for solving tasks in game dev.
Previously, we didn’t have any suitable tools with a sufficient number of
built-in functions, and we had to orchestrate processes manually and entirely
from scratch every time. This led to difficulties with dependencies and
monitoring when building complex workf [...]
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 199ac9ecd2..a1ae9356d7 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -39,13 +39,13 @@ We had built a robust stack of batch processes to deliver
value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at
Seniorlink, we provide services, support, and technology that engages family
caregivers. One of our focuses is using data to bolster our knowledge and
improve the experience of our users. Like many looking to build an effective
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the
business, deploying these data services in AWS using a mixture of EMR, ECS,
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up
with one monolithic batch process with many smaller satellite jobs. Given the
scale and quantity of jobs, we began to lose transparency as to what was
happening. Additionally, many jobs were launched in a single EMR cluster and so
tightly coupled that a failure in o [...]
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 8337579681..14ee4efd8c 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 c359f45a9a..76dcbb682b 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/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="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team
at Snapp, one of the largest and fastest-growing internet companies in the
Middle East, we have experienced significant growth over the past couple of
years, expanding from a team of 7 to a team of 60. However, with this growth
came the realization that some of our crucial tasks were being performed
manually. This manual approach consumed valuable time and hindered our ability
to execute these tasks efficiently.">
- <meta itemprop="dateModified" content="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<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 483eb157f1..fd254dfee1 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -39,13 +39,13 @@ The construction of these containers requires the
installation of several librar
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-03-11T13:09:28+01:00">
+ <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
<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="2026-03-11T13:09:28+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">