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(airflow-site) branch publish updated: Docs updated via refs/heads/main:b96f35bd48ff8278371670845f2f4efbeb5151df
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new 367f4ee556 Docs updated via refs/heads/main:b96f35bd48ff8278371670845f2f4efbeb5151df
367f4ee556 is described below
commit 367f4ee556e58b8e1a31b1074d2947134f5ce497
Author: GitHub Actions <ac...@users.noreply.github.com>
AuthorDate: Wed Jun 3 20:42:09 2026 +0000
Docs updated via refs/heads/main:b96f35bd48ff8278371670845f2f4efbeb5151df
---
_gen/packages-metadata.json | 4 +-
announcements/index.html | 41 +++--
blocktype/index.html | 2 +-
blocktype/testimonial/index.html | 2 +-
blocktype/use-case/index.html | 2 +-
blog/agentic-workloads-airflow-3/index.html | 4 +-
blog/ai-survey-analysis-pipelines/index.html | 4 +-
blog/airflow-1.10.10/index.html | 4 +-
blog/airflow-1.10.12/index.html | 4 +-
blog/airflow-1.10.8-1.10.9/index.html | 4 +-
blog/airflow-2.10.0/index.html | 4 +-
blog/airflow-2.2.0/index.html | 4 +-
blog/airflow-2.3.0/index.html | 4 +-
blog/airflow-2.4.0/index.html | 4 +-
blog/airflow-2.5.0/index.html | 4 +-
blog/airflow-2.6.0/index.html | 4 +-
blog/airflow-2.7.0/index.html | 4 +-
blog/airflow-2.8.0/index.html | 4 +-
blog/airflow-2.9.0/index.html | 4 +-
blog/airflow-3.1.0/index.html | 4 +-
blog/airflow-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 +-
blog/airflow-survey-2023/index.html | 4 +-
blog/airflow-survey-2024/index.html | 4 +-
blog/airflow-survey-2025/index.html | 4 +-
blog/airflow-survey/index.html | 4 +-
blog/airflow-three-point-oh-is-here/index.html | 4 +-
blog/airflow-two-point-oh-is-here/index.html | 4 +-
blog/airflow_summit_2021/index.html | 4 +-
blog/airflow_summit_2022/index.html | 4 +-
blog/airflowctl-0.1.0/index.html | 4 +-
blog/announcing-new-website/index.html | 4 +-
blog/apache-airflow-for-newcomers/index.html | 4 +-
.../index.html | 4 +-
blog/common-ai-provider/index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
.../index.html | 4 +-
blog/fab-oid-vulnerability/index.html | 4 +-
.../index.html | 4 +-
blog/index.html | 2 +-
blog/index.xml | 80 +++++-----
blog/introducing_setup_teardown/index.html | 4 +-
.../index.html | 4 +-
blog/tags/airflow-summit/index.html | 2 +-
blog/tags/airflow-summit/index.xml | 2 +-
blog/tags/community/index.html | 2 +-
blog/tags/community/index.xml | 2 +-
blog/tags/development/index.html | 2 +-
blog/tags/development/index.xml | 2 +-
blog/tags/documentation/index.html | 2 +-
blog/tags/documentation/index.xml | 2 +-
blog/tags/release/index.html | 2 +-
blog/tags/release/index.xml | 2 +-
blog/tags/rest-api/index.html | 2 +-
blog/tags/rest-api/index.xml | 2 +-
blog/tags/survey/index.html | 2 +-
blog/tags/survey/index.xml | 2 +-
blog/tags/tutorial/index.html | 2 +-
blog/tags/tutorial/index.xml | 2 +-
blog/tags/users/index.html | 2 +-
blog/tags/users/index.xml | 2 +-
blog/tags/vulnerabilities/index.html | 2 +-
blog/tags/vulnerabilities/index.xml | 2 +-
code-of-conduct/index.html | 2 +-
community/index.html | 2 +-
community/resources/index.html | 4 +-
docs/index.html | 2 +-
ecosystem/index.html | 2 +-
index.html | 2 +-
meetups/index.html | 2 +-
privacy-notice/index.html | 2 +-
roadmap/index.html | 2 +-
search/index.html | 4 +-
sitemap.xml | 166 ++++++++++-----------
survey/index.html | 2 +-
tags/index.html | 2 +-
tags/index.xml | 2 +-
use-cases/adjoe/index.html | 4 +-
use-cases/adobe/index.html | 4 +-
use-cases/adyen/index.html | 4 +-
use-cases/big-fish-games/index.html | 4 +-
use-cases/business_operations/index.html | 4 +-
use-cases/dish/index.html | 4 +-
use-cases/etl_analytics/index.html | 4 +-
use-cases/experity/index.html | 4 +-
use-cases/index.html | 2 +-
use-cases/infrastructure-management/index.html | 4 +-
use-cases/mlops/index.html | 4 +-
use-cases/onefootball/index.html | 4 +-
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use-cases/seniorlink/index.html | 4 +-
use-cases/sift/index.html | 4 +-
use-cases/snapp/index.html | 4 +-
use-cases/suse/index.html | 4 +-
97 files changed, 301 insertions(+), 290 deletions(-)
diff --git a/_gen/packages-metadata.json b/_gen/packages-metadata.json
index 095dcb836b..4a10e15c03 100644
--- a/_gen/packages-metadata.json
+++ b/_gen/packages-metadata.json
@@ -2,9 +2,9 @@
{
"package-name": "apache-airflow-ctl",
"all-versions": [
- "0.1.4"
+ "0.1.5"
],
- "stable-version": "0.1.4"
+ "stable-version": "0.1.5"
},
{
"package-name": "apache-airflow-providers-airbyte",
diff --git a/announcements/index.html b/announcements/index.html
index d2833b4d9d..2b34357604 100644
--- a/announcements/index.html
+++ b/announcements/index.html
@@ -27,28 +27,26 @@
<title>Announcements | Apache Airflow</title><meta property="og:url" content="/announcements/">
<meta property="og:site_name" content="Apache Airflow">
<meta property="og:title" content="Announcements">
- <meta property="og:description" content="May 29, 2026 We’ve just released Apache Airflow 3.2.2 🎉
+ <meta property="og:description" content="June 3, 2026 We’ve just released Apache Airflow CTL 0.1.5 🎉
+Highlights:
+New Dag Next Execution Command Bulk Delete Dag Runs Rerun Latest Dag Version Positional Arguments Simplified JSON Backfill Payload Support 📦 PyPI: https://pypi.org/project/apache-airflow-ctl/0.1.5 📚 Docs: https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5/release_notes.html
+May 29, 2026 We’ve just released Apache Airflow 3.2.2 🎉
📦 PyPI: https://pypi.org/project/apache-airflow/3.2.2/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.2.2/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.2.2/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.2.2” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.2.2
-May 21, 2026 Airflow PMC welcomes new Airflow PMC Member: Niko Oliveira (@o-nikolas)
-April 24, 2026 We’ve just released Apache Airflow Helm Chart 1.21.0 🎉
-📦 ArtifactHub: https://artifacthub.io/packages/helm/apache-airflow/airflow 📚 Docs: https://airflow.apache.org/docs/helm-chart/1.21.0/ 🛠 Release Notes: https://airflow.apache.org/docs/helm-chart/1.21.0/release_notes.html
-April 22, 2026 We’ve just released Apache Airflow 3.2.1 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.2.1/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.2.1/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.2.1/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.2.1” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.2.1">
+May 21, 2026 Airflow PMC welcomes new Airflow PMC Member: Niko Oliveira (@o-nikolas)">
<meta property="og:locale" content="en">
<meta property="og:type" content="website">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Announcements">
- <meta itemprop="description" content="May 29, 2026 We’ve just released Apache Airflow 3.2.2 🎉
+ <meta itemprop="description" content="June 3, 2026 We’ve just released Apache Airflow CTL 0.1.5 🎉
+Highlights:
+New Dag Next Execution Command Bulk Delete Dag Runs Rerun Latest Dag Version Positional Arguments Simplified JSON Backfill Payload Support 📦 PyPI: https://pypi.org/project/apache-airflow-ctl/0.1.5 📚 Docs: https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5/release_notes.html
+May 29, 2026 We’ve just released Apache Airflow 3.2.2 🎉
📦 PyPI: https://pypi.org/project/apache-airflow/3.2.2/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.2.2/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.2.2/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.2.2” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.2.2
-May 21, 2026 Airflow PMC welcomes new Airflow PMC Member: Niko Oliveira (@o-nikolas)
-April 24, 2026 We’ve just released Apache Airflow Helm Chart 1.21.0 🎉
-📦 ArtifactHub: https://artifacthub.io/packages/helm/apache-airflow/airflow 📚 Docs: https://airflow.apache.org/docs/helm-chart/1.21.0/ 🛠 Release Notes: https://airflow.apache.org/docs/helm-chart/1.21.0/release_notes.html
-April 22, 2026 We’ve just released Apache Airflow 3.2.1 🎉
-📦 PyPI: https://pypi.org/project/apache-airflow/3.2.1/ 📚 Docs: https://airflow.apache.org/docs/apache-airflow/3.2.1/ 🛠 Release Notes: https://airflow.apache.org/docs/apache-airflow/3.2.1/release_notes.html 🐳 Docker Image: “docker pull apache/airflow:3.2.1” 🚏 Constraints: https://github.com/apache/airflow/tree/constraints-3.2.1">
+May 21, 2026 Airflow PMC welcomes new Airflow PMC Member: Niko Oliveira (@o-nikolas)">
<meta itemprop="datePublished" content="2020-08-08T05:30:20+05:30">
- <meta itemprop="dateModified" content="2026-06-02T23:07:45+02:00">
- <meta itemprop="wordCount" content="6094">
+ <meta itemprop="dateModified" content="2026-06-03T22:38:17+02:00">
+ <meta itemprop="wordCount" content="6136">
<meta itemprop="image" content="/images/feature-image.png">
@@ -480,7 +478,20 @@ April 22, 2026 We’ve just released Apache Airflow 3.2.1 🎉
<div class="home-page-layout base-layout">
<main id="main-content" role="main" class="td-main container">
- <h1 id="may-29-2026">May 29, 2026</h1>
+ <h1 id="june-3-2026">June 3, 2026</h1>
+<p>We’ve just released Apache Airflow CTL 0.1.5 🎉</p>
+<p>Highlights:</p>
+<ul>
+<li>New Dag Next Execution Command</li>
+<li>Bulk Delete Dag Runs</li>
+<li>Rerun Latest Dag Version</li>
+<li>Positional Arguments Simplified</li>
+<li>JSON Backfill Payload Support</li>
+</ul>
+<p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow-ctl/0.1.5">https://pypi.org/project/apache-airflow-ctl/0.1.5</a>
+📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5">https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5</a>
+🛠 Release Notes: <a href="https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5/release_notes.html">https://airflow.apache.org/docs/apache-airflow-ctl/0.1.5/release_notes.html</a></p>
+<h1 id="may-29-2026">May 29, 2026</h1>
<p>We’ve just released Apache Airflow 3.2.2 🎉</p>
<p>📦 PyPI: <a href="https://pypi.org/project/apache-airflow/3.2.2/">https://pypi.org/project/apache-airflow/3.2.2/</a> <br>
📚 Docs: <a href="https://airflow.apache.org/docs/apache-airflow/3.2.2/">https://airflow.apache.org/docs/apache-airflow/3.2.2/</a> <br>
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index 0f3072e5e7..5fcf62f77a 100644
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diff --git a/blocktype/testimonial/index.html b/blocktype/testimonial/index.html
index 0a5dfdbddf..71ea8f3323 100644
--- a/blocktype/testimonial/index.html
+++ b/blocktype/testimonial/index.html
@@ -34,7 +34,7 @@
<meta itemprop="name" content="Testimonial">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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index b6fb6a5142..1ca275626a 100644
--- a/blocktype/use-case/index.html
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<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/blog/agentic-workloads-airflow-3/index.html b/blog/agentic-workloads-airflow-3/index.html
index 525f59b6fa..ec530454b1 100644
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+++ b/blog/agentic-workloads-airflow-3/index.html
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-04-15T00:00:00+00:00">
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+ <meta property="article:modified_time" content="2026-06-03T22:38:17+02:00">
<meta property="article:tag" content="Community">
<meta property="article:tag" content="Tutorial">
<meta property="og:image" content="/blog/agentic-workloads-airflow-3/images/agentic-approval-dialog.png">
@@ -39,7 +39,7 @@
<meta itemprop="name" content="Agentic Workloads on Airflow: Observable, Retryable, and Auditable by Design">
<meta itemprop="description" content="How Dynamic Task Mapping and the common.ai provider turn a multi-dimensional research question into a fan-out/fan-in pipeline where every LLM call is a named, logged, independently retryable task, not a hidden step inside a reasoning loop.">
<meta itemprop="datePublished" content="2026-04-15T00:00:00+00:00">
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index 68df59f388..e4feef45b9 100644
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<meta itemprop="description" content="A walkthrough of two natural language analysis pipelines over the 2025 Airflow Community Survey, covering an interactive human-in-the-loop version and a fully automated scheduled version, using operators from the common.ai and common.sql providers.">
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index 7a2ded5784..1277404868 100644
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index 7c25e59dc2..260b91d7d7 100644
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diff --git a/blog/airflow_summit_2021/index.html b/blog/airflow_summit_2021/index.html
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<meta itemprop="description" content="A new way of using API in Airflow. Apache Airflow CTL aka airflowctl 0.1.0 is released! Secure way to manage your Apache Airflow deployments with ease.">
<meta itemprop="datePublished" content="2025-10-15T00:00:00+00:00">
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index 4993d4332e..1fd65bc9ad 100644
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diff --git a/blog/apache-airflow-for-newcomers/index.html b/blog/apache-airflow-for-newcomers/index.html
index 9c66e0b856..1b4a6e7076 100644
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@@ -32,7 +32,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows
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<meta property="article:published_time" content="2020-08-17T00:00:00+00:00">
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@@ -40,7 +40,7 @@ Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows
<meta itemprop="description" content="Apache Airflow is a platform to programmatically author, schedule, and monitor workflows. A workflow is a sequence of tasks that processes a set of data. You can think of workflow as the path that describes how tasks go from being undone to done. Scheduling, on the other hand, is the process of planning, controlling, and optimizing when a particular task should be done.
Authoring Workflow in Apache Airflow. Airflow makes it easy to author workflows using python scripts. A Directed Acyclic Graph (DAG) represents a workflow in Airflow. It is a collection of tasks in a way that shows each task’s relationships and dependencies. You can have as many DAGs as you want, and Airflow will execute them according to the task’s relationships and dependencies. If task B depends on the successful execution of another task A, it means Airflow will run task A and only r [...]
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index 4c4e09540c..83d1fc5931 100644
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<meta itemprop="datePublished" content="2019-11-22T00:00:00+00:00">
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diff --git a/blog/common-ai-provider/index.html b/blog/common-ai-provider/index.html
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<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.">
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<meta property="og:image" content="/images/feature-image.png">
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<meta itemprop="description" content="The story behind documenting local development environment of Apache Airflow">
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diff --git a/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html b/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/index.html
index 3019c0dd8e..22d120159f 100644
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@@ -32,7 +32,7 @@ About Me I have been writing tech articles on medium as well as my blog for the
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@@ -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.">
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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 14f764bfc5..a71b22dbcb 100644
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@@ -32,7 +32,7 @@ Contribution Period The first thing I had to do was choose a project under an or
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@@ -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 [...]
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diff --git a/blog/fab-oid-vulnerability/index.html b/blog/fab-oid-vulnerability/index.html
index 1e168e4c6c..ea323e875b 100644
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<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">
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diff --git a/blog/implementing-stable-api-for-apache-airflow/index.html b/blog/implementing-stable-api-for-apache-airflow/index.html
index e11254a31e..7e6d9d445e 100644
--- a/blog/implementing-stable-api-for-apache-airflow/index.html
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<meta property="article:tag" content="REST API">
<meta property="og:image" content="/images/feature-image.png">
<meta itemprop="name" content="Implementing Stable API for Apache Airflow">
<meta itemprop="description" content="An Outreachy intern's progress report on contributing to Apache Airflow REST API.">
<meta itemprop="datePublished" content="2020-07-19T00:00:00+00:00">
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diff --git a/blog/index.html b/blog/index.html
index 9c90086354..ff807cf38a 100644
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diff --git a/blog/index.xml b/blog/index.xml
index bae14d641f..4060a91029 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -6,7 +6,7 @@
<id>https://airflow.apache.org/blog/</id>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<entry>
@@ -14,7 +14,7 @@
<link href="https://airflow.apache.org/blog/agentic-workloads-airflow-3/" rel="alternate"/>
<id>https://airflow.apache.org/blog/agentic-workloads-airflow-3/</id>
<published>2026-04-15T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>A question like “How does AI tool usage vary across Airflow versions?” has a natural SQL shape: one cross-tabulation, one result. A question like “What does a typical Airflow deployment look like for practitioners who are actively using AI in their workflow?” does not. It requires querying executor type, deployment method, cloud provider, and Airflow version independently, each filtered to the same respondent group, th [...]
@@ -346,7 +346,7 @@ Receives the labeled result sets from all four dimensions and produces a plain-l
<link href="https://airflow.apache.org/blog/ai-survey-analysis-pipelines/" rel="alternate"/>
<id>https://airflow.apache.org/blog/ai-survey-analysis-pipelines/</id>
<published>2026-04-15T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>The <a href="https://airflow.apache.org/survey/">2025 Airflow Community Survey</a> collected responses
@@ -710,7 +710,7 @@ querying several dimensions in parallel and synthesizing the results with a seco
<link href="https://airflow.apache.org/blog/common-ai-provider/" rel="alternate"/>
<id>https://airflow.apache.org/blog/common-ai-provider/</id>
<published>2026-04-14T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>At <a href="https://airflowsummit.org/sessions/2025/airflow-as-an-ai-agents-toolkit-unlocking-1000-integrations-with-mcp/">Airflow Summit 2025</a>, we previewed what native AI integration in Apache Airflow could look like. Today we’re shipping it.</p>
@@ -1018,7 +1018,7 @@ querying several dimensions in parallel and synthesizing the results with a seco
<link href="https://airflow.apache.org/blog/airflow-3.2.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-3.2.0/</id>
<published>2026-04-07T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>We’re proud to announce the release of <strong>Apache Airflow 3.2.0</strong>! Airflow 3.1 puts humans at the center of automated workflows. 3.2 brings that same precision to data: Asset partitioning for granular pipeline orchestration, multi-team deployments for enterprise scale, synchronous deadline alert callbacks, and continued progress toward full Task SDK separation.</p>
@@ -1231,7 +1231,7 @@ export AIRFLOW__CORE__MULTI_TEAM=True
<link href="https://airflow.apache.org/blog/airflow-registry/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-registry/</id>
<published>2026-03-19T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Today we’re launching the <strong><a href="https://airflow.apache.org/registry/">Apache Airflow Registry</a></strong> — a searchable catalog of every official Airflow provider and its modules, live at <a href="https://airflow.apache.org/registry/">airflow.apache.org/registry/</a>.</p>
@@ -1312,7 +1312,7 @@ export AIRFLOW__CORE__MULTI_TEAM=True
<link href="https://airflow.apache.org/blog/airflow-survey-2025/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-survey-2025/</id>
<published>2026-01-22T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p><img src="/blog/airflow-survey-2025/images/Airflow-Survey-2025-Results.png" alt="Airflow Survey 2025" title="airflow_survey_2025"></p>
@@ -1333,7 +1333,7 @@ export AIRFLOW__CORE__MULTI_TEAM=True
<link href="https://airflow.apache.org/blog/airflowctl-0.1.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflowctl-0.1.0/</id>
<published>2025-10-15T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>We are thrilled to announce the first major release of <strong><code>airflowctl</code> 0.1.0</strong>, the new <strong>secure, API-driven command-line interface (CLI)</strong> for Apache Airflow — built under <a href="https://cwiki.apache.org/confluence/display/AIRFLOW/AIP-81+Enhanced+Security+in+CLI+via+Integration+of+API"><strong>AIP-81</strong></a>.</p>
@@ -1494,7 +1494,7 @@ The secure CLI foundation lays the groundwork for Airflow’s next generation. A
<link href="https://airflow.apache.org/blog/airflow-3.1.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-3.1.0/</id>
<published>2025-09-25T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>We are thrilled to announce the release of <strong>Apache Airflow 3.1.0</strong>, an update that puts humans at the center of data
@@ -1678,7 +1678,7 @@ human-centered. We can’t wait to see what you build with it!</p>
<link href="https://airflow.apache.org/blog/airflow-three-point-oh-is-here/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-three-point-oh-is-here/</id>
<published>2025-04-22T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>We announced our intent to focus on Apache Airflow 3.0® as the next big milestone for the Airflow project at the Airflow Summit in September 2024. We are delighted to announce that Airflow 3.0 is now released!</p>
@@ -2083,7 +2083,7 @@ Let’s build the future of data orchestration—together.</p>
<link href="https://airflow.apache.org/blog/airflow-survey-2024/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-survey-2024/</id>
<published>2025-02-27T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p><img src="/blog/airflow-survey-2024/images/Airflow-Survey-2024-Results-v2.png" alt="Airflow Survey 2024" title="airflow_survey_2024"></p>
@@ -2104,7 +2104,7 @@ Let’s build the future of data orchestration—together.</p>
<link href="https://airflow.apache.org/blog/airflow-2.10.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.10.0/</id>
<published>2024-08-08T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I’m happy to announce that Apache Airflow 2.10.0 is now available, bringing an array of noteworthy enhancements and new features that will greatly serve our community.</p>
@@ -2227,7 +2227,7 @@ executor = 'LocalExecutor,KubernetesExecutor,my.custom.module.ExecutorClass:
<link href="https://airflow.apache.org/blog/airflow-2.9.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.9.0/</id>
<published>2024-04-08T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I’m happy to announce that Apache Airflow 2.9.0 has been released! This time around we have new features for data-aware scheduling and a bunch of UI-related improvements.</p>
@@ -2348,7 +2348,7 @@ xcom_objectstorage_compression = gzip
<link href="https://airflow.apache.org/blog/fab-oid-vulnerability/" rel="alternate"/>
<id>https://airflow.apache.org/blog/fab-oid-vulnerability/</id>
<published>2024-02-26T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<h1 id="vulnerability-in-long-deprecated-openid-authentication-method-in-flask-appbuilder">Vulnerability in long deprecated OpenID authentication method in Flask AppBuilder</h1>
@@ -2434,7 +2434,7 @@ where Flask AppBuilder is also used.</p>
<link href="https://airflow.apache.org/blog/airflow-2.8.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.8.0/</id>
<published>2023-12-15T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I am thrilled to announce the release of Apache Airflow 2.8.0, featuring a host of significant enhancements and new features that will greatly benefit our community.</p>
@@ -2514,7 +2514,7 @@ We care for your security, and “secure by default” is one of the thi
<link href="https://airflow.apache.org/blog/airflow-survey-2023/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-survey-2023/</id>
<published>2023-09-21T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p><img src="/blog/airflow-survey-2023/images/Astronomer_Demographics.png" alt="Demographics" title="airflow_usage">
@@ -2532,7 +2532,7 @@ We care for your security, and “secure by default” is one of the thi
<link href="https://airflow.apache.org/blog/airflow-2.7.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.7.0/</id>
<published>2023-08-18T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I’m happy to announce that Apache Airflow 2.7.0 has been released! Some notable features have been added that we are excited for the community to use.</p>
@@ -2594,7 +2594,7 @@ The following providers have been moved and require certain minimum providers ve
<link href="https://airflow.apache.org/blog/introducing_setup_teardown/" rel="alternate"/>
<id>https://airflow.apache.org/blog/introducing_setup_teardown/</id>
<published>2023-08-18T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>In data pipelines, commonly we need to create infrastructure resources, like a cluster or GPU nodes in an existing cluster, before doing the actual “work” and delete them after the work is done. Airflow 2.7 adds “setup” and “teardown” tasks to better support this type of pipeline. This blog post aims to highlight the key features so you know what’s possible. For full documentation on how to use setup and teardown tasks, see the <a href="https [...]
@@ -2642,7 +2642,7 @@ The following providers have been moved and require certain minimum providers ve
<link href="https://airflow.apache.org/blog/airflow-2.6.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.6.0/</id>
<published>2023-04-30T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I am excited to announce that Apache Airflow 2.6.0 has been released, bringing many minor features and improvements to the community.</p>
@@ -2701,7 +2701,7 @@ The following providers have been moved and require certain minimum providers ve
<link href="https://airflow.apache.org/blog/airflow-2.5.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.5.0/</id>
<published>2022-12-02T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Apache Airflow 2.5 has just been released, barely two and a half months after 2.4!</p>
@@ -2736,7 +2736,7 @@ c. Everything runs in one process, so you can put a breakpoint in your IDE, and
<link href="https://airflow.apache.org/blog/airflow-2.4.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.4.0/</id>
<published>2022-09-19T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Apache Airflow 2.4.0 contains over 650 “user-facing” commits (excluding commits to providers or chart) and over 870 total. That includes 46 new features, 39 improvements, 52 bug fixes, and several documentation changes.</p>
@@ -2840,7 +2840,7 @@ c. Everything runs in one process, so you can put a breakpoint in your IDE, and
<link href="https://airflow.apache.org/blog/airflow-survey-2022/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-survey-2022/</id>
<published>2022-06-17T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<h1 id="airflow-user-survey-2022">Airflow User Survey 2022</h1>
@@ -4530,7 +4530,7 @@ c. Everything runs in one process, so you can put a breakpoint in your IDE, and
<link href="https://airflow.apache.org/blog/airflow_summit_2022/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow_summit_2022/</id>
<published>2022-05-16T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>The biggest Airflow Event of the Year returns May 23–27! Airflow Summit 2022 will bring together the global
@@ -4554,7 +4554,7 @@ communities to watch the event and network.</p>
<link href="https://airflow.apache.org/blog/airflow-2.3.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.3.0/</id>
<published>2022-04-30T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Apache Airflow 2.3.0 contains over 700 commits since 2.2.0 and includes 50 new features, 99 improvements, 85 bug fixes, and several doc changes.</p>
@@ -4655,7 +4655,7 @@ Sade’s “Smooth Operator”. Enjoy!</li>
<link href="https://airflow.apache.org/blog/airflow-2.2.0/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-2.2.0/</id>
<published>2021-10-11T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I’m proud to announce that Apache Airflow 2.2.0 has been released. It contains over 600 commits since 2.1.4 and includes 30 new features, 84 improvements, 85 bug fixes, and many internal and doc changes.</p>
@@ -4710,7 +4710,7 @@ Sade’s “Smooth Operator”. Enjoy!</li>
<link href="https://airflow.apache.org/blog/airflow_summit_2021/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow_summit_2021/</id>
<published>2021-03-21T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<h2 id="airflow-summit-2021-is-here">Airflow Summit 2021 is here!</h2>
@@ -4731,7 +4731,7 @@ participate in its development.</p>
<link href="https://airflow.apache.org/blog/airflow-survey-2020/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-survey-2020/</id>
<published>2021-03-09T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<h1 id="apache-airflow-survey-2020">Apache Airflow Survey 2020</h1>
@@ -6055,7 +6055,7 @@ to share their experience and tools.</p>
<link href="https://airflow.apache.org/blog/airflow-two-point-oh-is-here/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-two-point-oh-is-here/</id>
<published>2020-12-17T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I am proud to announce that Apache Airflow 2.0.0 has been released.</p>
@@ -6148,7 +6148,7 @@ Docs on <a href="http://airflow.apache.org/docs/apache-airflow-providers/package
<link href="https://airflow.apache.org/blog/experience-with-airflow-as-an-outreachy-intern/" rel="alternate"/>
<id>https://airflow.apache.org/blog/experience-with-airflow-as-an-outreachy-intern/</id>
<published>2020-08-30T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p><a href="https://www.outreachy.org/">Outreachy</a> is a program which organises three months paid internships with FOSS
@@ -6208,7 +6208,7 @@ community that has been made my summer, one to remember.</p>
<link href="https://airflow.apache.org/blog/airflow-1.10.12/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-1.10.12/</id>
<published>2020-08-25T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Airflow 1.10.12 contains 113 commits since 1.10.11 and includes 5 new features, 23 improvements, 23 bug fixes,
@@ -6328,7 +6328,7 @@ William Tran, Xiaodong Deng, YI FU, Zikun Zhu, dewaldabrie, pulsar314, retornam,
<link href="https://airflow.apache.org/blog/apache-airflow-for-newcomers/" rel="alternate"/>
<id>https://airflow.apache.org/blog/apache-airflow-for-newcomers/</id>
<published>2020-08-17T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Apache Airflow is a platform to programmatically author, schedule, and monitor workflows.
@@ -6440,7 +6440,7 @@ and <a href="https://github.com/turbaszek">Tomek</a> for all their support. I&rs
<link href="https://airflow.apache.org/blog/implementing-stable-api-for-apache-airflow/" rel="alternate"/>
<id>https://airflow.apache.org/blog/implementing-stable-api-for-apache-airflow/</id>
<published>2020-07-19T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>My <a href="https://outreachy.org">Outreachy internship</a> is coming to its ends which is also the best time to look back and
@@ -6525,7 +6525,7 @@ wonderful reviews. I’m grateful.</p>
<link href="https://airflow.apache.org/blog/airflow-1.10.10/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-1.10.10/</id>
<published>2020-04-09T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Airflow 1.10.10 contains 199 commits since 1.10.9 and includes 11 new features, 43 improvements, 44 bug fixes, and several doc changes.</p>
@@ -6667,7 +6667,7 @@ objc[1873]: +[__NSPlaceholderDate initialize] may have been in progress in anoth
<link href="https://airflow.apache.org/blog/airflow-1.10.8-1.10.9/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-1.10.8-1.10.9/</id>
<published>2020-02-23T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Airflow 1.10.8 contains 160 commits since 1.10.7 and includes 4 new features, 42 improvements, 36 bug fixes, and several doc changes.</p>
@@ -6721,7 +6721,7 @@ for 1.10.* series but would no longer be available from Airflow 2.0</p>
<link href="https://airflow.apache.org/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/" rel="alternate"/>
<id>https://airflow.apache.org/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</id>
<published>2019-12-20T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>I came across <a href="https://developers.google.com/season-of-docs">Google Season of Docs</a> (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.
@@ -6818,7 +6818,7 @@ After a lot of trial and error, we arrived at a version with which both of us co
<link href="https://airflow.apache.org/blog/airflow-survey/" rel="alternate"/>
<id>https://airflow.apache.org/blog/airflow-survey/</id>
<published>2019-12-11T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<h1 id="apache-airflow-survey-2019">Apache Airflow Survey 2019</h1>
@@ -7620,7 +7620,7 @@ declare DAGs.</p>
<link href="https://airflow.apache.org/blog/announcing-new-website/" rel="alternate"/>
<id>https://airflow.apache.org/blog/announcing-new-website/</id>
<published>2019-12-11T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>The brand <a href="https://airflow.apache.org/">new Airflow website</a> has arrived! Those who have been following the process know that the journey to update <a href="https://airflow.readthedocs.io/en/1.10.6/">the old Airflow website</a> started at the beginning of the year.
@@ -7651,7 +7651,7 @@ and that its improved accessibility increases adoption and use of Apache Airflow
<link href="https://airflow.apache.org/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/" rel="alternate"/>
<id>https://airflow.apache.org/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<p>Is it possible to create an organization that delivers tens of projects used by millions, nearly no one is paid for doing their job, and still, it has been fruitfully carrying on for more than 20 years? Apache Software Foundation proves it is possible. For the last two decades, ASF has been crafting a model called the Apache Way—a way of organizing and leading tech open source projects. Due to this approach, which is strongly based on the “co [...]
@@ -7665,7 +7665,7 @@ and that its improved accessibility increases adoption and use of Apache Airflow
<link href="https://airflow.apache.org/blog/documenting-using-local-development-environments/" rel="alternate"/>
<id>https://airflow.apache.org/blog/documenting-using-local-development-environments/</id>
<published>2019-11-22T00:00:00Z</published>
- <updated>2026-06-02T23:07:45Z</updated>
+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
</author><content type="html"><![CDATA[<h2 id="documenting-local-development-environment-of-apache-airflow">Documenting local development environment of Apache Airflow</h2>
@@ -7703,7 +7703,7 @@ a team for 3 months.</p>
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<published>2019-11-22T00:00:00Z</published>
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+ <updated>2026-06-03T22:38:17Z</updated>
<author>
<name>Apache Airflow</name>
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index 55528d262b..9e04c29f0e 100644
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index adceb40750..e611af3798 100644
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index f128006a87..bd15ad7b71 100644
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index 838da719c0..118de46c79 100644
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index 71bc066f1d..42f13d2b0a 100644
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index 58da748257..975f92d034 100644
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index a8617ed1bf..3853a84349 100644
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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.">
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diff --git a/roadmap/index.html b/roadmap/index.html
index c16f7c7381..60386eb6bc 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="2026-06-02T23:07:45+02:00">
+ <meta itemprop="dateModified" content="2026-06-03T22:38:17+02:00">
<meta itemprop="wordCount" content="734">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/search/index.html b/search/index.html
index f2f7acb10e..3f3a11e77f 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="2026-06-02T23:07:45+02:00">
+ <meta property="article:modified_time" content="2026-06-03T22:38:17+02:00">
<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="2026-06-02T23:07:45+02:00">
+ <meta itemprop="dateModified" content="2026-06-03T22:38:17+02:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/sitemap.xml b/sitemap.xml
index 855d6d1b4d..4adb80ebda 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,254 +3,254 @@
xmlns:xhtml="http://www.w3.org/1999/xhtml">
<url>
<loc>/docs/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/agentic-workloads-airflow-3/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/ai-survey-analysis-pipelines/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/community/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/tags/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/tutorial/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/common-ai-provider/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/release/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-3.2.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-registry/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2025/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/survey/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/users/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflowctl-0.1.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-3.1.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-three-point-oh-is-here/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2024/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.10.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.9.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/vulnerabilities/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/fab-oid-vulnerability/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.8.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2023/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.7.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/introducing_setup_teardown/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.6.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.5.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.4.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2022/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/airflow-summit/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2022/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.3.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-2.2.0/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow_summit_2021/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-survey-2020/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-two-point-oh-is-here/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/experience-with-airflow-as-an-outreachy-intern/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.12/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/apache-airflow-for-newcomers/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/announcements/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/implementing-stable-api-for-apache-airflow/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/rest-api/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.10/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-1.10.8-1.10.9/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/documentation/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/experience-in-google-season-of-docs-2019-with-apache-airflow/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/airflow-survey/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/announcing-new-website/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/apache-con-europe-2019-thoughts-and-insights-by-airflow-committers/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/tags/development/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/documenting-using-local-development-environments/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/its-a-breeze-to-develop-apache-airflow/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/community/resources/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/survey/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/adjoe/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/adobe/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/adyen/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/big-fish-games/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blocktype/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blog/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/business_operations/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/categories/</loc>
</url><url>
<loc>/code-of-conduct/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/community/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/dish/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/ecosystem/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/etl_analytics/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/experity/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/infrastructure-management/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/meetups/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/mlops/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/onefootball/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/plarium-krasnodar/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/privacy-notice/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/suse/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/roadmap/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/search/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/seniorlink/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/sift/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/snapp/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blocktype/testimonial/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/use-cases/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url><url>
<loc>/blocktype/use-case/</loc>
- <lastmod>2026-06-02T23:07:45+02:00</lastmod>
+ <lastmod>2026-06-03T22:38:17+02:00</lastmod>
</url>
</urlset>
diff --git a/survey/index.html b/survey/index.html
index 018ed9f19e..b664970bd1 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="2026-06-02T23:07:45+02:00">
+ <meta itemprop="dateModified" content="2026-06-03T22:38:17+02:00">
<meta itemprop="wordCount" content="12">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.html b/tags/index.html
index c7a1ccb70f..45283aab64 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="2026-04-15T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-06-02T23:07:45+02:00">
+ <meta itemprop="dateModified" content="2026-06-03T22:38:17+02:00">
<meta itemprop="image" content="/images/feature-image.png">
diff --git a/tags/index.xml b/tags/index.xml
index 15c250b227..d06c4969af 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, 02 Jun 2026 23:07:45 +0200</lastBuildDate>
+ <lastBuildDate>Wed, 03 Jun 2026 22:38:17 +0200</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 93ad5aa703..24f634b48f 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="2026-06-02T23:07:45+02:00">
+ <meta property="article:modified_time" content="2026-06-03T22:38:17+02:00">
<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.">
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diff --git a/use-cases/adobe/index.html b/use-cases/adobe/index.html
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
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<meta itemprop="name" content="Adobe">
<meta itemprop="description" content="What was the problem? Modern big data platforms need sophisticated data pipelines connecting to many backend services enabling complex workflows. These workflows need to be deployed, monitored, and run either on regular schedules or triggered by external events. Adobe Experience Platform component services architected and built an orchestration service to enable their users to author, schedule, and monitor complex hierarchical (including sequential [...]
- <meta itemprop="dateModified" content="2026-06-02T23:07:45+02:00">
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diff --git a/use-cases/adyen/index.html b/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">
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<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="2026-06-02T23:07:45+02:00">
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<meta itemprop="keywords" content="Testimonial">
diff --git a/use-cases/big-fish-games/index.html b/use-cases/big-fish-games/index.html
index e4bed6d555..99e84e6637 100644
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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">
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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="2026-06-02T23:07:45+02:00">
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diff --git a/use-cases/business_operations/index.html b/use-cases/business_operations/index.html
index f46842669f..6c6b91976f 100644
--- a/use-cases/business_operations/index.html
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@@ -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">
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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="2026-06-02T23:07:45+02:00">
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diff --git a/use-cases/dish/index.html b/use-cases/dish/index.html
index 16fd3c132e..7a3abc3a20 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="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="2026-06-02T23:07:45+02:00">
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<meta itemprop="wordCount" content="248">
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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 188319d4db..673f12c7d9 100644
--- a/use-cases/etl_analytics/index.html
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@@ -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="2026-06-02T23:07:45+02:00">
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<meta itemprop="name" content="ETL/ELT">
<meta itemprop="description" content="Use Airflow for ETL/ELT pipelines Extract-Transform-Load (ETL) and Extract-Load-Transform (ELT) data pipelines are the most common use case for Apache Airflow. 90% of respondents in the 2023 Apache Airflow survey are using Airflow for ETL/ELT to power analytics use cases.
The video below shows a simple ETL/ELT pipeline in Airflow that extracts climate data from a CSV file, as well as weather data from an API, runs transformations and then loads the results into a database to power a dashboard.">
- <meta itemprop="dateModified" content="2026-06-02T23:07:45+02:00">
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diff --git a/use-cases/experity/index.html b/use-cases/experity/index.html
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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 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="2026-06-02T23:07:45+02:00">
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diff --git a/use-cases/index.html b/use-cases/index.html
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<meta itemprop="name" content="Use Cases">
<meta itemprop="description" content="Platform created by the community to programmatically author, schedule and monitor workflows.">
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diff --git a/use-cases/infrastructure-management/index.html b/use-cases/infrastructure-management/index.html
index 37dc79fdca..bec1ef20e7 100644
--- a/use-cases/infrastructure-management/index.html
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@@ -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="2026-06-02T23:07:45+02:00">
+ <meta property="article:modified_time" content="2026-06-03T22:38:17+02:00">
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<meta itemprop="name" content="Infrastructure Management">
<meta itemprop="description" content="Use Airflow for Infrastructure Management Airflow can interact with any API, which makes it a great tool to manage your infrastructure, such as Kubernetes or Spark clusters running in any cloud. As of Airflow 2.7, the setup/teardown feature is available, a special type of task with intelligent behavior to spin up and tear down infrastructure at the exact time you need it.
Infrastructure management is often needed within the context of other use cases, such as MLOps, or implementing data quality checks. This video shows an example of how it might be used for an MLOps pipeline. You can find the code shown in this example here.">
- <meta itemprop="dateModified" content="2026-06-02T23:07:45+02:00">
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diff --git a/use-cases/mlops/index.html b/use-cases/mlops/index.html
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta itemprop="name" content="MLOps">
<meta itemprop="description" content="Use Airflow for Machine Learning Operations (MLOps) Machine Learning Operations (MLOps) is a broad term encompassing everything needed to run machine learning models in production. MLOps is a rapidly evolving field with many different best practices and behavioral patterns, with Apache Airflow providing tool agnostic orchestration capabilities for all steps. An emerging subset of MLOps is Large Language Model Operations (LLMOps), which focuses on d [...]
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diff --git a/use-cases/onefootball/index.html b/use-cases/onefootball/index.html
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@@ -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">
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<meta itemprop="name" content="Onefootball">
<meta itemprop="description" content="What was the problem? With millions of daily active users, managing the complexity of data engineering at Onefootball is a constant challenge. Lengthy crontabs, multiplication of custom API clients, erosion of confidence in the analytics served, increasing heroism (“only one person can solve this issue”). Those are the challenges that most teams face unless they consciously invest in their tools and processes.
On top of that, new data tools appear each month: third party data sources, cloud providers solutions, different storage technologies… Managing all those integrations is costly and brittle, especially for small data engineering teams that are trying to do more with less.">
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diff --git a/use-cases/plarium-krasnodar/index.html b/use-cases/plarium-krasnodar/index.html
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<meta property="og:type" content="article">
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<meta itemprop="name" content="Plarium Krasnodar">
<meta itemprop="description" content="What was the problem? Our Research & Development department carries out various experiments, and in all of them, we need to create workflow orchestrations for solving tasks in game dev. Previously, we didn’t have any suitable tools with a sufficient number of built-in functions, and we had to orchestrate processes manually and entirely from scratch every time. This led to difficulties with dependencies and monitoring when building complex workf [...]
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diff --git a/use-cases/seniorlink/index.html b/use-cases/seniorlink/index.html
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@@ -31,13 +31,13 @@ We had built a robust stack of batch processes to deliver value to the business,
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<meta itemprop="name" content="Seniorlink">
<meta itemprop="description" content="What was the problem? Here at Seniorlink, we provide services, support, and technology that engages family caregivers. One of our focuses is using data to bolster our knowledge and improve the experience of our users. Like many looking to build an effective data stack, we adopted a Python, Spark, Redshift, and Tableau core toolset.
We had built a robust stack of batch processes to deliver value to the business, deploying these data services in AWS using a mixture of EMR, ECS, Lambda, and EC2. Moving fast, as many new endeavors do, we ultimately ended up with one monolithic batch process with many smaller satellite jobs. Given the scale and quantity of jobs, we began to lose transparency as to what was happening. Additionally, many jobs were launched in a single EMR cluster and so tightly coupled that a failure in o [...]
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diff --git a/use-cases/sift/index.html b/use-cases/sift/index.html
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<meta property="og:locale" content="en">
<meta property="og:type" content="article">
<meta property="article:section" content="use-cases">
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<meta itemprop="name" content="Sift">
<meta itemprop="description" content="What was the problem? At Sift, we’re constantly training machine learning models that feed into the core of Sift’s Digital Trust & Safety platform. The platform gives our customers a way to discern suspicious online behavior from trustworthy behavior, allowing our customers to protect their online transactions, maintain the integrity of their content platforms, and keep their users’ accounts secure. To make this possible, we’ve built model trai [...]
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diff --git a/use-cases/snapp/index.html b/use-cases/snapp/index.html
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<meta itemprop="name" content="Snapp">
<meta itemprop="description" content="What was the problem? As the Map team at Snapp, one of the largest and fastest-growing internet companies in the Middle East, we have experienced significant growth over the past couple of years, expanding from a team of 7 to a team of 60. However, with this growth came the realization that some of our crucial tasks were being performed manually. This manual approach consumed valuable time and hindered our ability to execute these tasks efficiently.">
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diff --git a/use-cases/suse/index.html b/use-cases/suse/index.html
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<meta itemprop="name" content="RancherBySUSE">
<meta itemprop="description" content="What was the problem? Our aim was to build, package, test and distribute curated and trusted containers at scale in an automated way. Those containers can be of any nature, meaning that we need a solution that allows us to build any kind of software with any kind of building tools like Maven, Rust, Java, Ant, or Go.
The construction of these containers requires the installation of several libraries (which may even conflict) and the orchestration of complex workflows with several integrations, executed either on a scheduled basis or triggered by events from external systems.">
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