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Posted to commits@airflow.apache.org by gi...@apache.org on 2026/03/11 21:25:02 UTC
(airflow-site) branch publish updated: Docs updated via refs/heads/main:4b0239c4c65d13bea507f27c2e5e06ad03acde51
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github-bot pushed a commit to branch publish
in repository https://gitbox.apache.org/repos/asf/airflow-site.git
The following commit(s) were added to refs/heads/publish by this push:
new de425c5b33 Docs updated via refs/heads/main:4b0239c4c65d13bea507f27c2e5e06ad03acde51
de425c5b33 is described below
commit de425c5b331b7f26aec79838dd2a7a21bbb0e2e8
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Mar 11 21:24:54 2026 +0000
Docs updated via refs/heads/main:4b0239c4c65d13bea507f27c2e5e06ad03acde51
---
_gen/packages-metadata.json | 9 +-
announcements/index.html | 2 +-
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
blocktype/use-case/index.html | 2 +-
blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
blog/airflow-1.10.8-1.10.9/index.html | 4 +-
blog/airflow-2.10.0/index.html | 4 +-
blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
blog/airflow-2.4.0/index.html | 4 +-
blog/airflow-2.5.0/index.html | 4 +-
blog/airflow-2.6.0/index.html | 4 +-
blog/airflow-2.7.0/index.html | 4 +-
blog/airflow-2.8.0/index.html | 4 +-
blog/airflow-2.9.0/index.html | 4 +-
blog/airflow-3.1.0/index.html | 4 +-
blog/airflow-survey-2020/index.html | 4 +-
blog/airflow-survey-2022/index.html | 4 +-
blog/airflow-survey-2023/index.html | 4 +-
blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey-2025/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
blog/airflow-three-point-oh-is-here/index.html | 4 +-
blog/airflow-two-point-oh-is-here/index.html | 4 +-
blog/airflow_summit_2021/index.html | 4 +-
blog/airflow_summit_2022/index.html | 4 +-
blog/airflowctl-0.1.0/index.html | 4 +-
blog/announcing-new-website/index.html | 4 +-
blog/apache-airflow-for-newcomers/index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
blog/index.xml | 70 +++++-----
blog/introducing_setup_teardown/index.html | 4 +-
.../index.html | 4 +-
blog/tags/airflow-summit/index.html | 2 +-
blog/tags/airflow-summit/index.xml | 2 +-
blog/tags/community/index.html | 2 +-
blog/tags/community/index.xml | 2 +-
blog/tags/development/index.html | 2 +-
blog/tags/development/index.xml | 2 +-
blog/tags/documentation/index.html | 2 +-
blog/tags/documentation/index.xml | 2 +-
blog/tags/release/index.html | 2 +-
blog/tags/release/index.xml | 2 +-
blog/tags/rest-api/index.html | 2 +-
blog/tags/rest-api/index.xml | 2 +-
blog/tags/survey/index.html | 2 +-
blog/tags/survey/index.xml | 2 +-
blog/tags/users/index.html | 2 +-
blog/tags/users/index.xml | 2 +-
blog/tags/vulnerabilities/index.html | 2 +-
blog/tags/vulnerabilities/index.xml | 2 +-
code-of-conduct/index.html | 2 +-
community/index.html | 2 +-
community/resources/index.html | 4 +-
docs/index.html | 2 +-
ecosystem/index.html | 2 +-
index.html | 2 +-
meetups/index.html | 2 +-
privacy-notice/index.html | 2 +-
roadmap/index.html | 2 +-
search/index.html | 4 +-
sitemap.xml | 154 ++++++++++-----------
.../sphinx_airflow_theme-0.3.0-py3-none-any.whl | Bin 447930 -> 447930 bytes
.../sphinx_airflow_theme-0.3.0.tar.gz | Bin 433617 -> 433613 bytes
survey/index.html | 2 +-
tags/index.html | 2 +-
tags/index.xml | 2 +-
use-cases/adjoe/index.html | 4 +-
use-cases/adobe/index.html | 4 +-
use-cases/adyen/index.html | 4 +-
use-cases/big-fish-games/index.html | 4 +-
use-cases/business_operations/index.html | 4 +-
use-cases/dish/index.html | 4 +-
use-cases/etl_analytics/index.html | 4 +-
use-cases/experity/index.html | 4 +-
use-cases/index.html | 2 +-
use-cases/infrastructure-management/index.html | 4 +-
use-cases/mlops/index.html | 4 +-
use-cases/onefootball/index.html | 4 +-
use-cases/plarium-krasnodar/index.html | 4 +-
use-cases/seniorlink/index.html | 4 +-
use-cases/sift/index.html | 4 +-
use-cases/snapp/index.html | 4 +-
use-cases/suse/index.html | 4 +-
92 files changed, 256 insertions(+), 255 deletions(-)
diff --git a/_gen/packages-metadata.json b/_gen/packages-metadata.json
index 1ff26d1729..ae04f5b08d 100644
--- a/_gen/packages-metadata.json
+++ b/_gen/packages-metadata.json
@@ -2148,9 +2148,9 @@
"2.10.5",
"2.11.1",
"3.0.6",
- "3.1.7"
+ "3.1.8"
],
- "stable-version": "3.1.7"
+ "stable-version": "3.1.8"
},
{
"package-name": "helm-chart",
@@ -2182,8 +2182,9 @@
"package-name": "task-sdk",
"all-versions": [
"1.0.6",
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+ "1.1.7",
+ "1.2.0"
],
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+ "stable-version": "1.2.0"
}
]
\ No newline at end of file
diff --git a/announcements/index.html b/announcements/index.html
index cc34c8d546..7149ef5f53 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -55,7 +55,7 @@ Thanks to all the contributors who made this possible.
January 14, 2026 Airflow PMC welcomes new PMC members:
Buğra Öztürk (@bugraoz93) Rahul Vats (@vatsrahul1001) January 13, 2026 We’ve just released Airflow 3.1.6 and Task SDK 1.1.6 🎉">
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diff --git a/blocktype/index.html b/blocktype/index.html
index fb61937912..33945922b6 100644
--- a/blocktype/index.html
+++ b/blocktype/index.html
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index b11ad97f7f..b886f42b11 100644
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index f05748b186..878890f28a 100644
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index ae0184363e..b55d5f1359 100644
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index 0615d95fe5..8bc6464e41 100644
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index 3ae48e84b4..4b72502af3 100644
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index 5452447163..8029b160b8 100644
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- <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
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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 b2566eab71..1c4bf44cf9 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="2026-03-11T13:24:02+01:00">
+ <meta property="article:modified_time" content="2026-03-11T21:20:15+00:00">
<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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
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<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 550b4a7a68..6d1ce284be 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="2026-03-11T13:24:02+01:00">
+ <meta property="article:modified_time" content="2026-03-11T21:20:15+00:00">
<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="2026-03-11T13:24:02+01:00">
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diff --git a/blog/fab-oid-vulnerability/index.html b/blog/fab-oid-vulnerability/index.html
index 40cd1019ed..be36302d21 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">
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<meta property="article:published_time" content="2024-02-26T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-03-11T13:24:02+01:00">
+ <meta property="article:modified_time" content="2026-03-11T21:20:15+00:00">
<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="2026-03-11T13:24:02+01:00">
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<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 046573d431..1fea10700b 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">
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<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="2026-03-11T13:24:02+01:00">
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<meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index 20b883832e..446b4a733f 100644
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@@ -42,7 +42,7 @@
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<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/blog/index.xml b/blog/index.xml
index b51d6618e8..e59f1fc096 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
<id>/blog/</id>
- <updated>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</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>2026-03-11T13:24:02Z</updated>
+ <updated>2026-03-11T21:20:15Z</updated>
<author>
<name>Apache Airflow</name>
</author>
diff --git a/blog/introducing_setup_teardown/index.html b/blog/introducing_setup_teardown/index.html
index 7850f7db82..a53d3c7be2 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">
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<meta property="article:published_time" content="2023-08-18T00:00:00+00:00">
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<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="2026-03-11T13:24:02+01:00">
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index 35047a0dea..d3839eab74 100644
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<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="2026-03-11T13:24:02+01:00">
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diff --git a/blog/tags/airflow-summit/index.html b/blog/tags/airflow-summit/index.html
index 15ccc3312e..2bbcffc99b 100644
--- a/blog/tags/airflow-summit/index.html
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<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 23eb587e85..30356ccf71 100644
--- a/blog/tags/airflow-summit/index.xml
+++ b/blog/tags/airflow-summit/index.xml
@@ -6,7 +6,7 @@
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<generator>Hugo</generator>
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<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 34728f263e..14a3ba34c8 100644
--- a/blog/tags/community/index.html
+++ b/blog/tags/community/index.html
@@ -43,7 +43,7 @@
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+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/community/index.xml b/blog/tags/community/index.xml
index e8c6dcc6c6..d6d453b25f 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>
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<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 c587f1b150..80833960ea 100644
--- a/blog/tags/development/index.html
+++ b/blog/tags/development/index.html
@@ -43,7 +43,7 @@
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
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diff --git a/blog/tags/development/index.xml b/blog/tags/development/index.xml
index 58c6aadf7b..103ec2d11e 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 13:24:02 +0100</lastBuildDate>
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<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 fd42fb9351..2ac4076bba 100644
--- a/blog/tags/documentation/index.html
+++ b/blog/tags/documentation/index.html
@@ -43,7 +43,7 @@
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- <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/documentation/index.xml b/blog/tags/documentation/index.xml
index 452b76c7ed..c10ba69f8f 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 13:24:02 +0100</lastBuildDate>
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<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 44d50322e6..f9da85a95b 100644
--- a/blog/tags/release/index.html
+++ b/blog/tags/release/index.html
@@ -43,7 +43,7 @@
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<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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/release/index.xml b/blog/tags/release/index.xml
index b846163f7e..25c0844000 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 13:24:02 +0100</lastBuildDate>
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<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 73aec655b0..14f6da41e3 100644
--- a/blog/tags/rest-api/index.html
+++ b/blog/tags/rest-api/index.html
@@ -43,7 +43,7 @@
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<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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<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 a8ab955937..dd1a9f51fe 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 13:24:02 +0100</lastBuildDate>
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<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 0c7bb993d1..96c8885f3d 100644
--- a/blog/tags/survey/index.html
+++ b/blog/tags/survey/index.html
@@ -43,7 +43,7 @@
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<meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/survey/index.xml b/blog/tags/survey/index.xml
index 8a0f28364d..6e6c63b0de 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 13:24:02 +0100</lastBuildDate>
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<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 61bf44e55b..2f911fd51c 100644
--- a/blog/tags/users/index.html
+++ b/blog/tags/users/index.html
@@ -43,7 +43,7 @@
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<meta itemprop="datePublished" content="2026-01-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/users/index.xml b/blog/tags/users/index.xml
index 12e9403ba9..8cfef29e00 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 13:24:02 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 21:20:15 +0000</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 22ebd87ec3..7f30a4f41b 100644
--- a/blog/tags/vulnerabilities/index.html
+++ b/blog/tags/vulnerabilities/index.html
@@ -43,7 +43,7 @@
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<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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/tags/vulnerabilities/index.xml b/blog/tags/vulnerabilities/index.xml
index 028289934b..cb83c59cf3 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 13:24:02 +0100</lastBuildDate>
+ <lastBuildDate>Wed, 11 Mar 2026 21:20:15 +0000</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 5a6140353c..f19d5d3803 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index 9cff72a2e9..4c4a603f2e 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<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 6a2aa2eb77..4bd6177bbc 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="2026-03-11T13:24:02+01:00">
+ <meta property="article:modified_time" content="2026-03-11T21:20:15+00:00">
<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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
diff --git a/docs/index.html b/docs/index.html
index cdb6842d81..ffee97cee8 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="wordCount" content="587">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index bec5fb1ad9..4cbb84b657 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="wordCount" content="2190">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 5ba5f0132d..6cc325ab0b 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index 40e5cb4509..8115d8ef80 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index 0936407c53..100f231516 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="wordCount" content="13">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/roadmap/index.html b/roadmap/index.html
index fe1a5206ec..014a824cc6 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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
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<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index f8b09422e7..9d43799fc2 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="2026-03-11T13:24:02+01:00">
+ <meta property="article:modified_time" content="2026-03-11T21:20:15+00:00">
<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="2026-03-11T13:24:02+01:00">
+ <meta itemprop="dateModified" content="2026-03-11T21:20:15+00:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index da87be5279..0bad916c6d 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,236 +3,236 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
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<meta itemprop="name" content="Adyen">
<meta itemprop="description" content="What was the problem? Many years ago we started out with our own orchestration framework. Due to all the required custom functionality it made sense at the time. However, quickly we realized creating an orchestration tool is not to be underestimated. With the quickly increasing number of users and teams, time spent on fixing issues increased, severely limiting development speed. Furthermore, due to it not being open source, we constantly had to mak [...]
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diff --git a/use-cases/big-fish-games/index.html b/use-cases/big-fish-games/index.html
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<meta itemprop="name" content="Big Fish Games">
<meta itemprop="description" content="What was the problem? The main challenge is the lack of standardized ETL workflow orchestration tools. PowerShell and Python-based ETL frameworks built in-house are currently used for scheduling and running analytical workloads. However, there is no web UI through which we can monitor these workflows and it requires additional effort to maintain this framework. These scheduled jobs based on external dependencies are not well suited to modern Big Da [...]
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diff --git a/use-cases/business_operations/index.html b/use-cases/business_operations/index.html
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@@ -39,13 +39,13 @@ This video shows an example of using Airflow to run the pipelines that power a c
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<meta itemprop="name" content="Business Operations">
<meta itemprop="description" content="Use Airflow for Business operations pipelines Airflow can be the starting point for your business idea! For many companies, Airflow delivers the data that powers their core business applications. Whether you need to aggregate user data to power personalized recommendations, display analytics in a user-facing dashboard, or prepare the input data for an LLM, Airflow is the perfect orchestrator.
This video shows an example of using Airflow to run the pipelines that power a customer-facing analytics dashboard. You can find the code shown in this example here.">
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diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 2a3030d689..37f7a24ec6 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced increasing complexity managing lengthy crontabs with scheduling being an issue, this required carefully planning timing due to resource constraints, usage patterns, and especially custom code needed for retry logic. In the last case, having to verify success of previous jobs and/or steps prior to running the next. Furthermore, time to results is important, but we were increasingly relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2026-03-11T13:24:02+01:00">
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diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
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@@ -39,13 +39,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
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<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content="Use Airflow for ETL/ELT pipelines Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines are the most common use case for Apache Airflow. 90% of respondents in the 2023 Apache Airflow survey are using Airflow for ETL/ELT to power analytics use cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate data from a CSV file, as well as weather data from an API, runs transformations and then loads the results into a database to power a dashboard.">
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
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@@ -39,13 +39,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
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<meta itemprop="name" content="Experity">
<meta itemprop="description" content="What was the problem? We had to deploy our complex, flagship app to multiple nodes in multiple ways. This required tasks to communicate across Windows nodes and coordinate timing perfectly. We did not want to buy an expensive enterprise scheduling tool and needed ultimate flexibility.
How did Apache Airflow help to solve this problem? Ultimately we decided flexible, multi-node, DAG capable tooling was key and airflow was one of the few tools that fit that bill. Having it based on open source and python were large factors that upheld our core principles. At the time, Airflow was missing a windows hook and operator so we contributed the WinRM hook and operator back to the community. Given its flexibility we also use DAG generators to have our metadata drive our DAGs and [...]
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diff --git a/use-cases/index.html b/use-cases/index.html
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<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index fd74569fe1..818eb5ac86 100644
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@@ -39,13 +39,13 @@ Infrastructure management is often needed within the context of other use cases,
<meta property="og:locale" content="en">
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<meta itemprop="name" content="Infrastructure Management">
<meta itemprop="description" content="Use Airflow for Infrastructure Management Airflow can interact with any API, which makes it a great tool to manage your infrastructure, such as Kubernetes or Spark clusters running in any cloud. As of Airflow 2.7, the setup/teardown feature is available, a special type of task with intelligent behavior to spin up and tear down infrastructure at the exact time you need it.
Infrastructure management is often needed within the context of other use cases, such as MLOps, or implementing data quality checks. This video shows an example of how it might be used for an MLOps pipeline. You can find the code shown in this example here.">
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
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<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning Operations (MLOps) Machine Learning Operations (MLOps) is a broad term encompassing everything needed to run machine learning models in production. MLOps is a rapidly evolving field with many different best practices and behavioral patterns, with Apache Airflow providing tool agnostic orchestration capabilities for all steps. An emerging subset of MLOps is Large Language Model Operations (LLMOps), which focuses on d [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
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@@ -39,13 +39,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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<meta itemprop="name" content="Onefootball">
<meta itemprop="description" content="What was the problem? With millions of daily active users, managing the complexity of data engineering at Onefootball is a constant challenge. Lengthy crontabs, multiplication of custom API clients, erosion of confidence in the analytics served, increasing heroism (“only one person can solve this issue”). Those are the challenges that most teams face unless they consciously invest in their tools and processes.
On top of that, new data tools appear each month: third party data sources, cloud providers solutions, different storage technologies… Managing all those integrations is costly and brittle, especially for small data engineering teams that are trying to do more with less.">
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
index 4ca4c22ec7..c8aeee2e54 100644
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<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research & Development department carries out various experiments, and in all of them, we need to create workflow orchestrations for solving tasks in game dev. Previously, we didn’t have any suitable tools with a sufficient number of built-in functions, and we had to orchestrate processes manually and entirely from scratch every time. This led to difficulties with dependencies and monitoring when building complex workf [...]
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
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@@ -39,13 +39,13 @@ We had built a robust stack of batch processes to deliver value to the business,
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<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at Seniorlink, we provide services, support, and technology that engages family caregivers. One of our focuses is using data to bolster our knowledge and improve the experience of our users. Like many looking to build an effective data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the business, deploying these data services in AWS using a mixture of EMR, ECS, Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up with one monolithic batch process with many smaller satellite jobs. Given the scale and quantity of jobs, we began to lose transparency as to what was happening. Additionally, many jobs were launched in a single EMR cluster and so tightly coupled that a failure in o [...]
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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
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<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re constantly training machine learning models that feed into the core of Sift’s Digital Trust & Safety platform. The platform gives our customers a way to discern suspicious online behavior from trustworthy behavior, allowing our customers to protect their online transactions, maintain the integrity of their content platforms, and keep their users’ accounts secure. To make this possible, we’ve built model trai [...]
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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
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<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team at Snapp, one of the largest and fastest-growing internet companies in the Middle East, we have experienced significant growth over the past couple of years, expanding from a team of 7 to a team of 60. However, with this growth came the realization that some of our crucial tasks were being performed manually. This manual approach consumed valuable time and hindered our ability to execute these tasks efficiently.">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
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<meta itemprop="name" content="RancherBySUSE">
<meta itemprop="description" content="What was the problem? Our aim was to build, package, test and distribute curated and trusted containers at scale in an automated way. Those containers can be of any nature, meaning that we need a solution that allows us to build any kind of software with any kind of building tools like Maven, Rust, Java, Ant, or Go.
The construction of these containers requires the installation of several libraries (which may even conflict) and the orchestration of complex workflows with several integrations, executed either on a scheduled basis or triggered by events from external systems.">
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