sida-shen commented on code in PR #12481:
URL: https://github.com/apache/iceberg/pull/12481#discussion_r1989910456


##########
site/docs/talks.md:
##########
@@ -21,6 +21,101 @@ title: "Talks"
 ## Iceberg Talks
 
 Here is a list of talks and other videos related to Iceberg.
+### [Supporting S3 Tables in Daft](https://www.youtube.com/watch?v=WHFlHmFqDsI)
+**Date**: February 27, 2025, **Authors**: R. Conner Howell
+
+### [Iceberg Catalogs](https://www.youtube.com/watch?v=P57XWsoL_Bg)
+**Date**: February 27, 2025, **Authors**: Arsham Eslami
+
+### [Security for an Apache Iceberg 
Lakehouse](https://www.youtube.com/watch?v=wfiNR_JI-dU)
+**Date**: February 27, 2025, **Authors**: Emre Saglam
+
+### [The Invisible Ink of Iceberg 
Deletions](https://www.youtube.com/watch?v=gA6jG7gv10A)
+**Date**: February 27, 2025, **Authors**: Aniruth Narayanan
+
+### [Iceberg table format version - Iceberg v3 
spec](https://www.youtube.com/watch?v=oLHEl-iJ6nw)
+**Date**: February 21, 2025, **Authors**: Tomohiro Tanaka
+
+### [Apache Iceberg Case Study in LY 
Corporation](https://www.youtube.com/watch?v=BZvSlIHihvw)
+**Date**: February 21, 2025, **Authors**: Tasuku Okuda
+
+### [Conflict resolution mechanism in 
Iceberg](https://www.youtube.com/watch?v=e_4T827wLCM)
+**Date**: February 21, 2025, **Authors**: Sotaro Hikita
+
+### [Getting Started with Iceberg on 
Snowflake](https://www.youtube.com/watch?v=n2hh35QlTWI)
+**Date**: February 21, 2025, **Authors**: Akira Sakatoku
+
+### [Databricks Frozen Over - Bringing the best of data catalogs and Iceberg 
together](https://www.youtube.com/watch?v=oLHEl-iJ6nw)
+**Date**: February 21, 2025, **Authors**: Victoria Bukta
+
+### [Optimizing Query Performance for Apache Iceberg at 
Scale](https://www.youtube.com/watch?v=qPE09kUeiFk)
+**Date**: January 30, 2025, **Authors**: Yan (Ryan) Zhang
+
+### [Streaming data to Apache Iceberg with 
Redpanda](https://www.youtube.com/watch?v=bCms63U8xPE)
+**Date**: January 30, 2025, **Authors**: Andrew Wong
+
+### [Automated ERD construction on Iceberg data lakes with 
Kurve](https://www.youtube.com/watch?v=o0Q7Eiie-JI)
+**Date**: January 30, 2025, **Authors**: Wes Madrigal
+
+### [From Logs to Insights](https://www.youtube.com/watch?v=VzQ-rBByKdw)
+**Date**: January 30, 2025, **Authors**: Danfeng Xu
+
+### [From Passive to Powerful, How Storage-Acceleration can Supercharge 
Iceberg Query Performance](https://www.youtube.com/watch?v=3aZlxPFJR2s)
+**Date**: January 30, 2025, **Authors**: Kartik Kulkarni 
+
+### [Iceberg Metadata for Variant Support](https://youtu.be/MKqllL_D-fs)
+**Date**: January 30, 2025, **Authors**: Aihua Xu
+
+### [Fireside Chat with Denny Lee & Jason 
Reid](https://www.youtube.com/watch?v=KwvwB_j_6V4&list=PL3IALGSANhzWxlZpyGgwZiRYjhIStmBdq&index=8&pp=iAQB)
+**Date**: January 30, 2025, **Authors**: Denny Lee, Jason Reid
+
+### [Optimizing Iceberg Query Performance by Automatically generating 
NDVs](https://www.youtube.com/watch?v=xeDuiR_0WnY&list=PL3IALGSANhzWxlZpyGgwZiRYjhIStmBdq&index=9&pp=iAQB)
+**Date**: January 30, 2025, **Authors**: Sandeep Adwankar
+
+### [Towards Actionable 
Metadata](https://www.youtube.com/watch?v=zBcReOD5KH8&list=PL3IALGSANhzWxlZpyGgwZiRYjhIStmBdq&index=10&pp=iAQB)
+**Date**: January 30, 2025, **Authors**: Viktor Kessler
+
+### [Apache Iceberg V3 and Beyond](https://www.youtube.com/watch?v=0C8CLOzNVEU)
+**Date**: January 30, 2025, **Authors**: Daniel Weeks
+
+### [Evolution of Position 
Deletes](https://www.youtube.com/watch?v=vjgJridq8G0)
+**Date**: January 30, 2025, **Authors**: Anton Okolnychyi
+
+### [Data-Centric AI with Iceberg Data 
Products](https://www.youtube.com/watch?v=jHHsbNLli-M)
+**Date**: January 30, 2025, **Authors**: Andrew C. Madson
+
+
+### [Ursa Augmenting Iceberg with Kafka-Compatible Data Streaming 
Capabilities](https://www.youtube.com/watch?v=eensn8_PWow)
+**Date**: January 30, 2025, **Authors**: Sijie Guo
+
+
+### [Navigating Iceberg Adoption and Impact at 
Pinterest](https://www.youtube.com/watch?v=k4Yu8delcac)
+**Date**: January 30, 2025, **Authors**: Ashish Singh, Chunyan Wang
+
+
+### [Bridging Python and Apache Iceberg The Power of 
PyIceberg](https://www.youtube.com/watch?v=METmUaUTI7o)
+**Date**: January 30, 2025, **Authors**: Rushan (Jonas) Jiang
+
+
+### [Lakekeeper: Rust based Iceberg 
Catalog](https://www.youtube.com/watch?v=p0nVQSolnuY)
+**Date**: November 4, 2024, **Authors**: Christian Thiel
+
+
+### [Iceberg at Netflix](https://www.youtube.com/watch?v=tLgeemU6XUg)
+**Date**: November 4, 2024, **Authors**: Snehal Chennuru
+
+
+### [How We Implemented the Iceberg Connector in 
Rust!](https://www.youtube.com/watch?v=5Hcde2h-1Y4)
+**Date**: November 4, 2024, **Authors**: Yingjun Wu
+
+
+### [Accelerate your Iceberg workloads on 
S3](https://www.youtube.com/watch?v=nfNy7Lqo60U)
+**Date**: November 4, 2024, **Authors**: Jack Ye
+

Review Comment:
   @nastra Fixed!



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