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Posted to commits@airflow.apache.org by gi...@apache.org on 2026/04/15 19:48:28 UTC
(airflow-site) branch publish updated: Docs updated via refs/heads/main:1f730dc821036b9a23c269d6486c0047e6c8151e
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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 f4a5c0b659 Docs updated via refs/heads/main:1f730dc821036b9a23c269d6486c0047e6c8151e
f4a5c0b659 is described below
commit f4a5c0b659bc8ac3cb3608b697956eed4625456b
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Apr 15 19:48:21 2026 +0000
Docs updated via refs/heads/main:1f730dc821036b9a23c269d6486c0047e6c8151e
---
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 +-
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blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
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blog/airflow-3.2.0/index.html | 4 +-
blog/airflow-registry/index.html | 4 +-
blog/airflow-survey-2020/index.html | 4 +-
blog/airflow-survey-2022/index.html | 4 +-
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blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey-2025/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
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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 +-
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blog/common-ai-provider/index.html | 6 +-
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blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
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blog/introducing_setup_teardown/index.html | 4 +-
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roadmap/index.html | 2 +-
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survey/index.html | 2 +-
tags/index.html | 2 +-
tags/index.xml | 2 +-
use-cases/adjoe/index.html | 4 +-
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use-cases/index.html | 2 +-
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use-cases/plarium-krasnodar/index.html | 4 +-
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use-cases/sift/index.html | 4 +-
use-cases/snapp/index.html | 4 +-
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92 files changed, 265 insertions(+), 265 deletions(-)
diff --git a/announcements/index.html b/announcements/index.html
index 7b82880168..1f5901f661 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -47,7 +47,7 @@ March 14, 2026 We’ve just released Apache Airflow 2.11.2 🎉
📦 PyPI: https://pypi.org/project/apache-airflow/2.11.2/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/2.11.2/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/2.11.2/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:2.11.2” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-2.11.2
March 11, 2026 We’ve just released Apache Airflow 3.1.8 🎉">
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--- a/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
+++ b/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/index.html
@@ -31,14 +31,14 @@
<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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="ApacheCon Europe 2019 — Thoughts and Insights by Airflow Committers">
<meta itemprop="description" content="Here come some thoughts by Airflow committers and contributors from the ApacheCon Europe 2019. Get to know the ASF community!">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="wordCount" content="138">
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diff --git a/blog/common-ai-provider/index.html b/blog/common-ai-provider/index.html
index 2a80fa172c..731fe05220 100644
--- a/blog/common-ai-provider/index.html
+++ b/blog/common-ai-provider/index.html
@@ -31,7 +31,7 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-04-14T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
<meta property="article:tag" content="Community">
<meta property="article:tag" content="Release">
<meta property="og:image" content="/blog/common-ai-provider/images/common-ai-provider.png">
@@ -39,7 +39,7 @@
<meta itemprop="name" content="Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow">
<meta itemprop="description" content="The Common AI Provider adds LLM and AI agent operators to Apache Airflow with 6 operators, 5 toolsets, and 20+ model providers in one package.">
<meta itemprop="datePublished" content="2026-04-14T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="wordCount" content="1477">
<meta itemprop="image" content="/blog/common-ai-provider/images/common-ai-provider.png">
<meta itemprop="keywords" content="Community,Release">
@@ -803,7 +803,7 @@
</span></span><span class="line"><span class="cl"><span class="p">)</span>
</span></span></code></pre></div><p>A built-in plugin adds the review UI to the Airflow web interface.</p>
<p><img src="/blog/common-ai-provider/images/hitl-approval.png" alt="Human-in-the-loop approval interface showing the generated output with approve, reject, and modify options"></p>
-<p><img src="images/HITLReviewTab.gif" alt="Human-in-the-loop review tab in the task instance page"></p>
+<p><img src="/blog/common-ai-provider/images/hitl-review-tab.gif" alt="Human-in-the-loop review tab in the task instance page"></p>
<h2 id="durable-execution">Durable Execution</h2>
<p>LLM agent calls are expensive. When a 10-step agent task fails on step 8, a retry shouldn’t re-run all 10 steps and double your API bill. A single parameter fixes this:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="n">AgentOperator</span><span class="p">(</span>
diff --git a/blog/documenting-using-local-development-environments/index.html b/blog/documenting-using-local-development-environments/index.html
index 33556dd381..f2cd31a375 100644
--- a/blog/documenting-using-local-development-environments/index.html
+++ b/blog/documenting-using-local-development-environments/index.html
@@ -31,14 +31,14 @@
<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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
<meta property="article:tag" content="Development">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Documenting using local development environment">
<meta itemprop="description" content="The story behind documenting local development environment of Apache Airflow">
<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="wordCount" content="256">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Development">
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 4544a9f449..085026e44a 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
@@ -32,7 +32,7 @@ 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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
<meta property="article:tag" content="Documentation">
<meta property="og:image" content="/images/feature-image.png">
@@ -40,7 +40,7 @@ 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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+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 123093aeb0..980313ad6c 100644
--- a/blog/experience-with-airflow-as-an-outreachy-intern/index.html
+++ b/blog/experience-with-airflow-as-an-outreachy-intern/index.html
@@ -32,7 +32,7 @@ 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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
<meta property="article:tag" content="Community">
<meta property="og:image" content="/images/feature-image.png">
@@ -40,7 +40,7 @@ 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="2026-04-15T10:25:55-07:00">
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diff --git a/blog/fab-oid-vulnerability/index.html b/blog/fab-oid-vulnerability/index.html
index 62ba39922f..e3456abd00 100644
--- a/blog/fab-oid-vulnerability/index.html
+++ b/blog/fab-oid-vulnerability/index.html
@@ -31,14 +31,14 @@
<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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+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 d4a1c86800..f311d260d8 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
+++ b/blog/implementing-stable-api-for-apache-airflow/index.html
@@ -31,14 +31,14 @@
<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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
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diff --git a/blog/index.html b/blog/index.html
index c731228905..01997cb681 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -34,7 +34,7 @@
<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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/index.xml b/blog/index.xml
index 6a342296de..77e3f3e0fb 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
<id>/blog/</id>
- <updated>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<entry>
@@ -16,7 +16,7 @@
<link href="/blog/common-ai-provider/" rel="alternate"/>
<id>/blog/common-ai-provider/</id>
<published>2026-04-14T00:00:00Z</published>
- <updated>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -242,7 +242,7 @@
</span></span><span class="line"><span class="cl"><span class="p">)</span>
</span></span></code></pre></div><p>A built-in plugin adds the review UI to the Airflow web interface.</p>
<p><img src="/blog/common-ai-provider/images/hitl-approval.png" alt="Human-in-the-loop approval interface showing the generated output with approve, reject, and modify options"></p>
-<p><img src="images/HITLReviewTab.gif" alt="Human-in-the-loop review tab in the task instance page"></p>
+<p><img src="/blog/common-ai-provider/images/hitl-review-tab.gif" alt="Human-in-the-loop review tab in the task instance page"></p>
<h2 id="durable-execution">Durable Execution</h2>
<p>LLM agent calls are expensive. When a 10-step agent task fails on step 8, a retry shouldn’t re-run all 10 steps and double your API bill. A single parameter fixes this:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="n">AgentOperator</span><span class="p">(</span>
@@ -325,7 +325,7 @@
<link href="/blog/airflow-3.2.0/" rel="alternate"/>
<id>/blog/airflow-3.2.0/</id>
<published>2026-04-07T00:00:00Z</published>
- <updated>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -539,7 +539,7 @@ export AIRFLOW__CORE__MULTI_TEAM=True
<link href="/blog/airflow-registry/" rel="alternate"/>
<id>/blog/airflow-registry/</id>
<published>2026-03-19T00:00:00Z</published>
- <updated>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -621,7 +621,7 @@ export AIRFLOW__CORE__MULTI_TEAM=True
<link href="/blog/airflow-survey-2025/" rel="alternate"/>
<id>/blog/airflow-survey-2025/</id>
<published>2026-01-22T00:00:00Z</published>
- <updated>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -643,7 +643,7 @@ export AIRFLOW__CORE__MULTI_TEAM=True
<link href="/blog/airflowctl-0.1.0/" rel="alternate"/>
<id>/blog/airflowctl-0.1.0/</id>
<published>2025-10-15T00:00:00Z</published>
- <updated>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -805,7 +805,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -990,7 +990,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1396,7 +1396,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1418,7 +1418,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1542,7 +1542,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1664,7 +1664,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1751,7 +1751,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1832,7 +1832,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1851,7 +1851,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1914,7 +1914,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1963,7 +1963,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -2023,7 +2023,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -2059,7 +2059,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -2164,7 +2164,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3855,7 +3855,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3880,7 +3880,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3982,7 +3982,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4038,7 +4038,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4060,7 +4060,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5385,7 +5385,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5479,7 +5479,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5540,7 +5540,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5661,7 +5661,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5774,7 +5774,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5860,7 +5860,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6003,7 +6003,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6058,7 +6058,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6156,7 +6156,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6959,7 +6959,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6991,7 +6991,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -7006,7 +7006,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -7045,7 +7045,7 @@ 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>2026-04-15T10:25:55Z</updated>
+ <updated>2026-04-15T20:44:58Z</updated>
<author>
<name>Apache Airflow</name>
</author>
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index 96e1609a1f..fbddedc483 100644
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index 6e1e96e827..cb6568d35c 100644
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index a368d6170b..8b5ff256fe 100644
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index a4be2bd1d1..fda6a05698 100644
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index 1d0c91c873..c1e048d7dd 100644
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<title>Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow</title>
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index 5413326189..5f12e77c18 100644
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index 5c1417418b..b0bc59ff9b 100644
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index 8052ef1b2d..59687e29aa 100644
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index 118bd911f5..17d2762cc7 100644
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<title>Experience in Google Season of Docs 2019 with Apache Airflow</title>
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index 626c39dbda..29fa54daf1 100644
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index 92eba21e80..53b075dddf 100644
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index cb00ecb85d..7abec19dfd 100644
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index 5045e40b4d..280b2f65d2 100644
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index b368b5ce1c..7dc1455cc4 100644
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index 689b469839..899152b6a5 100644
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<title>Airflow Survey 2025</title>
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index 83566635a3..e05e789402 100644
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index cdbd9573a8..66ed609809 100644
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@@ -6,7 +6,7 @@
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<language>en</language>
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<atom:link href="/blog/tags/users/index.xml" rel="self" type="application/rss+xml" />
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<title>Airflow Survey 2025</title>
diff --git a/blog/tags/vulnerabilities/index.html b/blog/tags/vulnerabilities/index.html
index 31093fbdf4..0d1967ad91 100644
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index b065dc686e..be9d3353d4 100644
--- a/blog/tags/vulnerabilities/index.xml
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@@ -6,7 +6,7 @@
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<generator>Hugo</generator>
<language>en</language>
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<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 755485a42a..052b324f1b 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
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<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="2026-04-15T10:25:55-07:00">
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index d20986627c..92e1b6a545 100644
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- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+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 10229fa7f3..74b98827ea 100644
--- a/community/resources/index.html
+++ b/community/resources/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="community">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+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 c1a0b90fd2..e0d5ff1ec6 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -36,7 +36,7 @@ Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-lin
<meta itemprop="name" content="Documentation">
<meta itemprop="description" content="Documentation Apache Airflow® Apache Airflow Core, which includes webserver, scheduler, CLI and other components that are needed for minimal Airflow installation. Read the documentation »
Apache Airflow CTL (airflowctl) Apache Airflow CTL (airflowctl) is a command-line interface (CLI) for Apache Airflow that interacts exclusively with the Airflow REST API. It provides a secure, auditable, and consistent way to manage Airflow deployments — without direct access to the metadata database. Read the documentation »">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="wordCount" content="589">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/ecosystem/index.html b/ecosystem/index.html
index 3c43e89811..b21ac09e19 100644
--- a/ecosystem/index.html
+++ b/ecosystem/index.html
@@ -36,7 +36,7 @@ If you would you like to be included on this page, please reach out to the Apach
<meta itemprop="name" content="Ecosystem">
<meta itemprop="description" content=" 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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="wordCount" content="2258">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 56f3b1c55f..81c4321914 100644
--- a/index.html
+++ b/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Home">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index f74ef38bb2..0ee8616dca 100644
--- a/meetups/index.html
+++ b/meetups/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Meetups">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index d463c1c616..454849dc93 100644
--- a/privacy-notice/index.html
+++ b/privacy-notice/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Privacy notice">
<meta itemprop="description" content="Privacy Notice The website follows the Privacy Policy of the Apache Software Foundation.">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+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 cb5c406eb4..63d01da0f7 100644
--- a/roadmap/index.html
+++ b/roadmap/index.html
@@ -36,7 +36,7 @@
<meta itemprop="name" content="Roadmap">
<meta itemprop="description" content="TODO: Roadmap page is temporarily hidden. When the content is ready, re-add the page by putting the following code in the frontmatter:
--- title: "Roadmap" linkTitle: "Roadmap" showSideNav: false menu: main: weight: 15 --- Primary Heading A One thing to wrap your head around (it may not be very intuitive for everyone at first) is that this Airflow Python script is really just a configuration file specifying the DAG’s structure as code. The actual tasks defined here will run in a different context from the context of this script. Different tasks run on different workers at different points in time, which [...]
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+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 02a08da88f..be9f2423be 100644
--- a/search/index.html
+++ b/search/index.html
@@ -29,12 +29,12 @@
<meta property="og:description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index b276c2452b..cb5e53e408 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,245 +3,245 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/common-ai-provider/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.2.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-registry/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2025/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
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</url><url>
<loc>/blog/airflow-2.6.0/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2026-04-15T10:25:55-07:00</lastmod>
+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
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</url><url>
<loc>/blog/airflow-2.2.0/</loc>
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</url><url>
<loc>/blog/airflow_summit_2021/</loc>
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</url><url>
<loc>/blog/airflow-survey-2020/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
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</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
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+ <lastmod>2026-04-15T20:44:58+01:00</lastmod>
</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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</url><url>
<loc>/announcements/</loc>
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</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
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</url><url>
<loc>/blog/tags/rest-api/</loc>
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</url><url>
<loc>/blog/airflow-1.10.10/</loc>
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</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
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</url><url>
<loc>/blog/tags/documentation/</loc>
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</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
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</url><url>
<loc>/blog/airflow-survey/</loc>
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</url><url>
<loc>/blog/announcing-new-website/</loc>
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</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
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</url><url>
<loc>/blog/tags/development/</loc>
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</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
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</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
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</url><url>
<loc>/community/resources/</loc>
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</url><url>
<loc>/survey/</loc>
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</url><url>
<loc>/use-cases/adjoe/</loc>
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</url><url>
<loc>/use-cases/adobe/</loc>
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</url><url>
<loc>/use-cases/adyen/</loc>
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</url><url>
<loc>/use-cases/big-fish-games/</loc>
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</url><url>
<loc>/blocktype/</loc>
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</url><url>
<loc>/blog/</loc>
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</url><url>
<loc>/use-cases/business_operations/</loc>
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</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
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</url><url>
<loc>/community/</loc>
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</url><url>
<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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</url><url>
<loc>/</loc>
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</url><url>
<loc>/use-cases/infrastructure-management/</loc>
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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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</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
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</url><url>
<loc>/privacy-notice/</loc>
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</url><url>
<loc>/use-cases/suse/</loc>
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</url><url>
<loc>/roadmap/</loc>
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diff --git a/survey/index.html b/survey/index.html
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<meta itemprop="description" content="<!DOCTYPE html> Redirecting... If you are not redirected automatically, please click here.">
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<meta itemprop="datePublished" content="2026-04-14T00:00:00+00:00">
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<generator>Hugo</generator>
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<title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 4083fb1700..2bf7f07759 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the creation of a new AW
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="adjoe">
<meta itemprop="description" content="What was the problem? Before adopting Airflow at adjoe, we handled job scheduling in two main ways: by setting up Kubernetes cronjobs or building AWS Lambda functions. While both approaches had their benefits, they also came with limitations, especially when it came to managing more complex workloads. As our data science teams needs evolved, it became clear that we needed a more robust and flexible orchestration tool.
How did Apache Airflow help to solve this problem? With the creation of a new AWS environment for the data science teams, we introduced Airflow on Kubernetes as our primary orchestration solution, addressing both stability and scalability requirements.">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
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--- a/use-cases/adobe/index.html
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@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data platforms need sophisticated data pipelines connecting to many backend services enabling complex workflows. These workflows need to be deployed, monitored, and run either on regular schedules or triggered by external events. Adobe Experience Platform component services architected and built an orchestration service to enable their users to author, schedule, and monitor complex hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
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--- a/use-cases/adyen/index.html
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<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="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/big-fish-games/index.html b/use-cases/big-fish-games/index.html
index 1454a8e600..67403470f9 100644
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="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="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/business_operations/index.html b/use-cases/business_operations/index.html
index b0916b1241..ea2e805645 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the pipelines that power a c
<meta property="og:locale" content="en">
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- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
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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.">
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index ab82172e30..cfa34bd22d 100644
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<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="2026-04-15T10:25:55-07:00">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced increasing complexity managing lengthy crontabs with scheduling being an issue, this required carefully planning timing due to resource constraints, usage patterns, and especially custom code needed for retry logic. In the last case, having to verify success of previous jobs and/or steps prior to running the next. Furthermore, time to results is important, but we were increasingly relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html b/use-cases/etl_analytics/index.html
index a2b3f1921d..c7323dbcb3 100644
--- a/use-cases/etl_analytics/index.html
+++ b/use-cases/etl_analytics/index.html
@@ -31,13 +31,13 @@ The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 467f7abd88..1bf9c8fe54 100644
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@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? Ultimately we decided flexibl
<meta property="og:locale" content="en">
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<meta property="article:section" content="use-cases">
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<meta itemprop="name" content="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="2026-04-15T10:25:55-07:00">
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<meta itemprop="keywords" content="Testimonial">
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 f0d5b261ba..d71fb12f63 100644
--- a/use-cases/infrastructure-management/index.html
+++ b/use-cases/infrastructure-management/index.html
@@ -31,13 +31,13 @@ Infrastructure management is often needed within the context of other use cases,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
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<meta property="article:section" content="use-cases">
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<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="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index c729471925..6139c80428 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third party data sources, clou
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<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
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<meta property="article:section" content="use-cases">
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+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 1fcf74a744..0a41e2e25b 100644
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@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
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<meta property="article:section" content="use-cases">
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<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at Seniorlink, we provide services, support, and technology that engages family caregivers. One of our focuses is using data to bolster our knowledge and improve the experience of our users. Like many looking to build an effective data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the business, deploying these data services in AWS using a mixture of EMR, ECS, Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up with one monolithic batch process with many smaller satellite jobs. Given the scale and quantity of jobs, we began to lose transparency as to what was happening. Additionally, many jobs were launched in a single EMR cluster and so tightly coupled that a failure in o [...]
- <meta itemprop="dateModified" content="2026-04-15T10:25:55-07:00">
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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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@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
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<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 fb6e91a744..8891c607c6 100644
--- a/use-cases/suse/index.html
+++ b/use-cases/suse/index.html
@@ -31,13 +31,13 @@ The construction of these containers requires the installation of several librar
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-15T10:25:55-07:00">
+ <meta property="article:modified_time" content="2026-04-15T20:44:58+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="2026-04-15T10:25:55-07:00">
+ <meta itemprop="dateModified" content="2026-04-15T20:44:58+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">