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The following commit(s) were added to refs/heads/publish by this push:
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commit 2478811d1582cb186bcf959678c7b196ca65b8ad
Author: GitHub Actions <[email protected]>
AuthorDate: Tue Apr 14 18:23:51 2026 +0000
Docs updated via refs/heads/main:f9bb24a6e1322cde24726c08f8b1a608f3286805
---
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--- 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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index 6b00834537..13129ef305 100644
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<meta itemprop="description" content="Apache Airflow 3.1.0 introduces
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index 280a44f887..097a22ebf2 100644
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<meta itemprop="description" content="Apache Airflow 3.2.0 introduces Asset
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<meta itemprop="datePublished" content="2026-04-07T00:00:00+00:00">
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index 9629be642b..577ef48ecc 100644
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b/blog/airflow-survey-2020/index.html
index 8f4116fa31..977f755bff 100644
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b/blog/airflow-survey-2022/index.html
index 338d9fd5de..f2bacc4224 100644
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index 1740713937..263dfef656 100644
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b/blog/airflow-survey-2024/index.html
index a3950183e8..a39831ca7b 100644
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b/blog/airflow-survey-2025/index.html
index 0935fe9cb8..a08470bebc 100644
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index eb989d4987..4ae98f0b5b 100644
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b/blog/airflow_summit_2021/index.html
index 1a4004c8cf..df5d4eb471 100644
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<meta itemprop="name" content="Apache Airflow CTL aka airflowctl 0.1.0">
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index 5ed7d3a2af..8303d2efc7 100644
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- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy
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content="2020-08-17T00:00:00+00:00">
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Authoring Workflow in Apache Airflow. Airflow makes it easy to author
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<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git
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
index 93de19c387..a43a1d5926 100644
---
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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="138">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git a/blog/common-ai-provider/index.html
b/blog/common-ai-provider/index.html
index 0fc57a2fee..0afa62ca4c 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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">
@@ -703,8 +703,7 @@
</span></span></code></pre></div><h3
id="taskllm_file_analysis-analyze-files-with-llms"><code>@task.llm_file_analysis</code>:
Analyze Files with LLMs</h3>
<p>Point it at files in object storage (S3, GCS, local) and let the LLM
analyze them. Supports CSV, Parquet, Avro, JSON, and images (multimodal).</p>
<p><img src="/blog/common-ai-provider/images/file-analysis-csv.png" alt="LLM
analyzing a CSV file — identifying columns, counting rows, computing
totals"></p>
-<p>It also handles multimodal input. Set <code>multi_modal=True</code> and the
operator sends images and PDFs as binary attachments to the LLM:</p>
-<p><img src="images/file-analysis-image.png" alt="Multimodal file analysis —
LLM describing components from an architecture diagram image"></p>
+<p>It also handles multimodal input. Set <code>multi_modal=True</code> and the
operator sends images and PDFs as binary attachments to the LLM.</p>
<h3
id="taskllm_schema_compare-cross-database-schema-drift"><code>@task.llm_schema_compare</code>:
Cross-Database Schema Drift</h3>
<p>Compares schemas across databases and returns structured
<code>SchemaMismatch</code> results with severity levels. Handles the type
mapping headaches across systems (<code>varchar(n)</code> vs
<code>string</code>, <code>timestamp</code> vs <code>timestamptz</code>).</p>
<h2 id="350-hooks-as-ai-tools">350+ Hooks as AI Tools</h2>
diff --git a/blog/documenting-using-local-development-environments/index.html
b/blog/documenting-using-local-development-environments/index.html
index 16b271f254..7d4d21d91d 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 94e62909b5..4644d8950f 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 063b0b5ba6..d43f9f9872 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="528">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Community">
diff --git a/blog/fab-oid-vulnerability/index.html
b/blog/fab-oid-vulnerability/index.html
index 74f313f842..76a0256594 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 2b2a0f1770..855f711a21 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="703">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="REST API">
diff --git a/blog/index.html b/blog/index.html
index 0151aeb89b..64922496b9 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/blog/index.xml b/blog/index.xml
index 8ea71a1230..b36cd75aba 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -8,7 +8,7 @@
<id>/blog/</id>
- <updated>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -142,8 +142,7 @@
</span></span></code></pre></div><h3
id="taskllm_file_analysis-analyze-files-with-llms"><code>@task.llm_file_analysis</code>:
Analyze Files with LLMs</h3>
<p>Point it at files in object storage (S3, GCS, local) and let the LLM
analyze them. Supports CSV, Parquet, Avro, JSON, and images (multimodal).</p>
<p><img src="/blog/common-ai-provider/images/file-analysis-csv.png" alt="LLM
analyzing a CSV file — identifying columns, counting rows, computing
totals"></p>
-<p>It also handles multimodal input. Set <code>multi_modal=True</code> and the
operator sends images and PDFs as binary attachments to the LLM:</p>
-<p><img src="images/file-analysis-image.png" alt="Multimodal file analysis —
LLM describing components from an architecture diagram image"></p>
+<p>It also handles multimodal input. Set <code>multi_modal=True</code> and the
operator sends images and PDFs as binary attachments to the LLM.</p>
<h3
id="taskllm_schema_compare-cross-database-schema-drift"><code>@task.llm_schema_compare</code>:
Cross-Database Schema Drift</h3>
<p>Compares schemas across databases and returns structured
<code>SchemaMismatch</code> results with severity levels. Handles the type
mapping headaches across systems (<code>varchar(n)</code> vs
<code>string</code>, <code>timestamp</code> vs <code>timestamptz</code>).</p>
<h2 id="350-hooks-as-ai-tools">350+ Hooks as AI Tools</h2>
@@ -326,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -540,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -622,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -644,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -806,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -991,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1397,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1419,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1543,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1665,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1752,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1833,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1852,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1915,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -1964,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -2024,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -2060,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -2165,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3856,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3881,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -3983,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4039,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -4061,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5386,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5480,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5541,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5662,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5775,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -5861,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6004,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6059,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6157,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6960,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -6992,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -7007,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
@@ -7046,7 +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>2026-04-14T17:51:00Z</updated>
+ <updated>2026-04-14T19:20:04Z</updated>
<author>
<name>Apache Airflow</name>
</author>
diff --git a/blog/introducing_setup_teardown/index.html
b/blog/introducing_setup_teardown/index.html
index 363665d06a..314ffada9d 100644
--- a/blog/introducing_setup_teardown/index.html
+++ b/blog/introducing_setup_teardown/index.html
@@ -31,13 +31,13 @@
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<meta property="article:section" content="blog">
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- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Introducing Setup and Teardown tasks">
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<meta itemprop="datePublished" content="2023-08-18T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
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index 3c87071fe9..5b2e66fb8a 100644
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@@ -31,14 +31,14 @@
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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b/blog/tags/airflow-summit/index.html
index 2d986f29b8..41d8b1212b 100644
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b/blog/tags/airflow-summit/index.xml
index 6b85ec9f5f..0383da0620 100644
--- a/blog/tags/airflow-summit/index.xml
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@@ -6,7 +6,7 @@
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Airflow</description>
<generator>Hugo</generator>
<language>en</language>
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index a36b6545ac..791a548d62 100644
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index fbc13e6211..f62e35538e 100644
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@@ -6,7 +6,7 @@
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<generator>Hugo</generator>
<language>en</language>
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index f7474c46bd..1a69cb2224 100644
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index 1263d76529..0468484d16 100644
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b/blog/tags/documentation/index.html
index 0dbd7b03a2..17274d6c2e 100644
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b/blog/tags/documentation/index.xml
index 3debeacca7..8a963c4f51 100644
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Airflow</description>
<generator>Hugo</generator>
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index 3400ebc745..fad888de1c 100644
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index 881ea052a9..69910e4473 100644
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index b7b76aff53..b026e68e02 100644
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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 648b822716..47e28daaf7 100644
--- a/code-of-conduct/index.html
+++ b/code-of-conduct/index.html
@@ -36,7 +36,7 @@ Airflow Slack Guidelines Airflow Slack abides by The Apache
Foundation’s Code
<meta itemprop="name" content="Code of Conduct">
<meta itemprop="description" content="Community Code of Conduct All Airflow
Community groups abide by The Apache Software Foundation’s (ASF) Code of
Conduct . Below, please find a breakdown of how that code applies to Airflow
Slack and in-person Meetups
Airflow Slack Guidelines Airflow Slack abides by The Apache Foundation’s Code
of Conduct . In addition to those primary guidelines, these policies are
specifically for Airflow Slack. The Airflow Slack community contains
40,000+ members and continues to grow. Because this community is run by the
very practitioners who build in Airflow daily, our members feel a sense of
camaraderie, ownership, and comfortability here. ">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="1576">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/community/index.html b/community/index.html
index 73c37c7937..0d5c23db23 100644
--- a/community/index.html
+++ b/community/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Community">
<meta itemprop="description" content="Want to contribute? Join the Dev list
The Dev list is the preferred channel for announcements, proposals and votes.
Manage your subscription:">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 5c74f5442d..edc6b836e9 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 2e56b1962a..587c0db00d 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 9bb1eae0ae..afe1d54d12 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="2258">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/index.html b/index.html
index 33e3a838a0..50db12c425 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/meetups/index.html b/meetups/index.html
index 30a07ec2ab..03840801f1 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/privacy-notice/index.html b/privacy-notice/index.html
index d16dd0e52b..23b9fd4779 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 9ac20fb1ba..b83c966540 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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+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 dee89ea230..2f2b485c9e 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index e76a01847a..88eac1ca25 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,245 +3,245 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml";>
<url>
<loc>/docs/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/common-ai-provider/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.2.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-registry/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2025/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blog/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/community/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
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</url><url>
<loc>/ecosystem/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
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</url><url>
<loc>/use-cases/experity/</loc>
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+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/meetups/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/roadmap/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/search/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
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</url><url>
<loc>/use-cases/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2026-04-14T17:51:00+02:00</lastmod>
+ <lastmod>2026-04-14T19:20:04+01:00</lastmod>
</url>
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diff --git a/survey/index.html b/survey/index.html
index 1f7cb72e01..2b05507507 100644
--- a/survey/index.html
+++ b/survey/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Apache Airflow">
<meta itemprop="description" content="<!DOCTYPE html> Redirecting...
If you are not redirected automatically, please click here.">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="12">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.html b/tags/index.html
index deec1588c7..6e2ea84bcf 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -35,7 +35,7 @@
<meta itemprop="name" content="Tags">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
<meta itemprop="datePublished" content="2026-04-14T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.xml b/tags/index.xml
index 3cfc7813a9..5caf0dbbcc 100644
--- a/tags/index.xml
+++ b/tags/index.xml
@@ -6,7 +6,7 @@
<description>Recent content in Tags on Apache Airflow</description>
<generator>Hugo</generator>
<language>en</language>
- <lastBuildDate>Tue, 14 Apr 2026 17:51:00 +0200</lastBuildDate>
+ <lastBuildDate>Tue, 14 Apr 2026 19:20:04 +0100</lastBuildDate>
<atom:link href="/tags/index.xml" rel="self" type="application/rss+xml" />
<item>
<title>Community</title>
diff --git a/use-cases/adjoe/index.html b/use-cases/adjoe/index.html
index 913643d5ae..b1ae7485ff 100644
--- a/use-cases/adjoe/index.html
+++ b/use-cases/adjoe/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem? With the
creation of a new AW
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="adjoe">
<meta itemprop="description" content="What was the problem? Before adopting
Airflow at adjoe, we handled job scheduling in two main ways: by setting up
Kubernetes cronjobs or building AWS Lambda functions. While both approaches had
their benefits, they also came with limitations, especially when it came to
managing more complex workloads. As our data science teams needs evolved, it
became clear that we needed a more robust and flexible orchestration tool.
How did Apache Airflow help to solve this problem? With the creation of a new
AWS environment for the data science teams, we introduced Airflow on Kubernetes
as our primary orchestration solution, addressing both stability and
scalability requirements.">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="258">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
index dc868441ba..e6a8d27970 100644
--- a/use-cases/adobe/index.html
+++ b/use-cases/adobe/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="251">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/adyen/index.html b/use-cases/adyen/index.html
index 257f281297..957e7b6fb0 100644
--- a/use-cases/adyen/index.html
+++ b/use-cases/adyen/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="405">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html
b/use-cases/big-fish-games/index.html
index 7f1acb244c..495ef63467 100644
--- a/use-cases/big-fish-games/index.html
+++ b/use-cases/big-fish-games/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Big Fish Games">
<meta itemprop="description" content="What was the problem? The main
challenge is the lack of standardized ETL workflow orchestration tools.
PowerShell and Python-based ETL frameworks built in-house are currently used
for scheduling and running analytical workloads. However, there is no web UI
through which we can monitor these workflows and it requires additional effort
to maintain this framework. These scheduled jobs based on external dependencies
are not well suited to modern Big Da [...]
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="336">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/business_operations/index.html
b/use-cases/business_operations/index.html
index 803f9c3075..cff953416c 100644
--- a/use-cases/business_operations/index.html
+++ b/use-cases/business_operations/index.html
@@ -31,13 +31,13 @@ This video shows an example of using Airflow to run the
pipelines that power a c
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Business Operations">
<meta itemprop="description" content="Use Airflow for Business operations
pipelines Airflow can be the starting point for your business idea! For many
companies, Airflow delivers the data that powers their core business
applications. Whether you need to aggregate user data to power personalized
recommendations, display analytics in a user-facing dashboard, or prepare the
input data for an LLM, Airflow is the perfect orchestrator.
This video shows an example of using Airflow to run the pipelines that power a
customer-facing analytics dashboard. You can find the code shown in this
example here.">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="425">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 16dfaaa48a..07902460de 100644
--- a/use-cases/dish/index.html
+++ b/use-cases/dish/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Dish">
<meta itemprop="description" content="What was the problem? We faced
increasing complexity managing lengthy crontabs with scheduling being an issue,
this required carefully planning timing due to resource constraints, usage
patterns, and especially custom code needed for retry logic. In the last case,
having to verify success of previous jobs and/or steps prior to running the
next. Furthermore, time to results is important, but we were increasingly
relying on buffers for processing, wh [...]
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="248">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/etl_analytics/index.html
b/use-cases/etl_analytics/index.html
index cd38e16815..b1bef4671f 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="291">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
index 4b3bfe5df3..383f61e257 100644
--- a/use-cases/experity/index.html
+++ b/use-cases/experity/index.html
@@ -31,13 +31,13 @@ How did Apache Airflow help to solve this problem?
Ultimately we decided flexibl
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Experity">
<meta itemprop="description" content="What was the problem? We had to deploy
our complex, flagship app to multiple nodes in multiple ways. This required
tasks to communicate across Windows nodes and coordinate timing perfectly. We
did not want to buy an expensive enterprise scheduling tool and needed ultimate
flexibility.
How did Apache Airflow help to solve this problem? Ultimately we decided
flexible, multi-node, DAG capable tooling was key and airflow was one of the
few tools that fit that bill. Having it based on open source and python were
large factors that upheld our core principles. At the time, Airflow was missing
a windows hook and operator so we contributed the WinRM hook and operator back
to the community. Given its flexibility we also use DAG generators to have our
metadata drive our DAGs and [...]
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="191">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/index.html b/use-cases/index.html
index d344893950..ca9302eea6 100644
--- a/use-cases/index.html
+++ b/use-cases/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to
programmatically author, schedule and monitor workflows.">
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/use-cases/infrastructure-management/index.html
b/use-cases/infrastructure-management/index.html
index db0c918653..7239e77ece 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="310">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
index fa282a0dc6..6b25588347 100644
--- a/use-cases/mlops/index.html
+++ b/use-cases/mlops/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning
Operations (MLOps) Machine Learning Operations (MLOps) is a broad term
encompassing everything needed to run machine learning models in production.
MLOps is a rapidly evolving field with many different best practices and
behavioral patterns, with Apache Airflow providing tool agnostic orchestration
capabilities for all steps. An emerging subset of MLOps is Large Language Model
Operations (LLMOps), which focuses on d [...]
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="376">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Use-Case">
diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
index 4f2b6f8b7f..818ec118b6 100644
--- a/use-cases/onefootball/index.html
+++ b/use-cases/onefootball/index.html
@@ -31,13 +31,13 @@ On top of that, new data tools appear each month: third
party data sources, clou
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="294">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/plarium-krasnodar/index.html
b/use-cases/plarium-krasnodar/index.html
index 54ca3f0b3e..6c67fac5eb 100644
--- a/use-cases/plarium-krasnodar/index.html
+++ b/use-cases/plarium-krasnodar/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="257">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
index 20a508a929..7f9a46d514 100644
--- a/use-cases/seniorlink/index.html
+++ b/use-cases/seniorlink/index.html
@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver
value to the business,
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at
Seniorlink, we provide services, support, and technology that engages family
caregivers. One of our focuses is using data to bolster our knowledge and
improve the experience of our users. Like many looking to build an effective
data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the
business, deploying these data services in AWS using a mixture of EMR, ECS,
Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up
with one monolithic batch process with many smaller satellite jobs. Given the
scale and quantity of jobs, we began to lose transparency as to what was
happening. Additionally, many jobs were launched in a single EMR cluster and so
tightly coupled that a failure in o [...]
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="400">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
index 0c3f96c033..776e61d5f2 100644
--- a/use-cases/sift/index.html
+++ b/use-cases/sift/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+01:00">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re
constantly training machine learning models that feed into the core of Sift’s
Digital Trust & Safety platform. The platform gives our customers a way to
discern suspicious online behavior from trustworthy behavior, allowing our
customers to protect their online transactions, maintain the integrity of their
content platforms, and keep their users’ accounts secure. To make this
possible, we’ve built model trai [...]
- <meta itemprop="dateModified" content="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
index e42da29862..09c4f110e0 100644
--- a/use-cases/snapp/index.html
+++ b/use-cases/snapp/index.html
@@ -30,12 +30,12 @@
<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
- <meta property="article:modified_time" content="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="641">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
index 74717438a5..f6bbd47fc6 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="2026-04-14T17:51:00+02:00">
+ <meta property="article:modified_time" content="2026-04-14T19:20:04+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="2026-04-14T17:51:00+02:00">
+ <meta itemprop="dateModified" content="2026-04-14T19:20:04+01:00">
<meta itemprop="wordCount" content="361">
<meta itemprop="image" content="/images/feature-image.png">
<meta itemprop="keywords" content="Testimonial">
