diff --git a/hugo-blog/content/docs/roadmap/pipeline-orchestration/_index.md b/hugo-blog/content/docs/roadmap/pipeline-orchestration/_index.md
index 677ffb7..dfd64b2 100644
--- a/hugo-blog/content/docs/roadmap/pipeline-orchestration/_index.md
+++ b/hugo-blog/content/docs/roadmap/pipeline-orchestration/_index.md
@@ -77,4 +77,5 @@ Pipeline orchestration is a fundamental aspect of modern data engineering, enabl
 
 ### Miscellaneous
 - [What Is Data Pipeline Orchestration and Why You Need It](https://www.ascend.io/blog/what-is-data-pipeline-orchestration-and-why-you-need-it/)
-- [Data Pipeline Orchestration](https://towardsdatascience.com/data-pipeline-orchestration-9887e1b5eb7a)
\ No newline at end of file
+- [Data Pipeline Orchestration](https://towardsdatascience.com/data-pipeline-orchestration-9887e1b5eb7a)
+- [Airflow Tutorial for Beginners - Full Course in 2 Hours](https://www.youtube.com/watch?v=K9AnJ9_ZAXE)