diff --git a/content/sessions/2024/110-mastering-data-pipelines-integrating-apache-airflow-with-key-tools-for-advanced-analytics.md b/content/sessions/2024/110-mastering-data-pipelines-integrating-apache-airflow-with-key-tools-for-advanced-analytics.md
index cf9ec5aa..e5fb92c6 100644
--- a/content/sessions/2024/110-mastering-data-pipelines-integrating-apache-airflow-with-key-tools-for-advanced-analytics.md
+++ b/content/sessions/2024/110-mastering-data-pipelines-integrating-apache-airflow-with-key-tools-for-advanced-analytics.md
@@ -1,20 +1,17 @@
 ---
-title: "Mastering Data Pipelines: Integrating Apache Airflow with Key Tools for Advanced Analytics"
-slug: mastering-data-pipelines-integrating-apache-airflow-with-key-tools-for-advanced-analytics
+title: ""
+slug: 
 speakers:
  - Nishchay Agrawal
 
 time_start: 2024-09-12 16:20:00
 time_end: 2024-09-12 16:45:00
-room: California East
+room: Elizabethan A+B
 track: Use cases
 day: 20243
 timeslot: 110
-gridarea: "15/2/16/3"
-
-images: 
- - /images/sessions/2024/mastering-pipelines.jpg
-draft: true 
+gridarea: "15/4/16/5"
+draft: true
 ---
 
 Elevate your data engineering and analytics capabilities in our cutting-edge seminar focused on Apache Airflow. Dive into sophisticated techniques for building and managing data pipelines, emphasizing data ingestion, transformation, and validation. Discover how to enhance your data infrastructure by integrating Airflow with pivotal tools like Databricks, Snowflake, and dbt, alongside robust big data processing solutions like Apache Spark and Hadoop. Leverage dynamic stream processing systems like Apache Kafka, and amplify your analytics prowess by connecting Airflow with BI platforms like Tableau and Power BI. 
diff --git a/content/sessions/2024/97-astronomer.md b/content/sessions/2024/97-astronomer.md
index 9896827a..b4e1b029 100644
--- a/content/sessions/2024/97-astronomer.md
+++ b/content/sessions/2024/97-astronomer.md
@@ -10,7 +10,7 @@ time_end: 2024-09-12 13:15:00
 room: Georgian
 track: Sponsored
 day: 20243
-timeslot: 96
+timeslot: 97
 gridarea: "8/5/9/6"
 
 images: