diff --git a/README.md b/README.md
index 897c7d2..2f391fa 100644
--- a/README.md
+++ b/README.md
@@ -64,7 +64,7 @@
 
 - [Rill Developer](https://github.com/rilldata/rill-developer) - Tool for effortlessly transforming data sets into powerful, opinionated dashboards using SQL.
 - [Ibis Project](https://ibis-project.org/) - A DataFrame API for interacting with DuckDB (and other compute engines).
-- [MotherDuck](https://motherduck.com/) - Supercharge DuckDB experience with the cloud.
+- [MotherDuck](https://motherduck.com/) - Serverless data warehouse powered by DuckDB.
 - [Boiling Data](https://boilingdata.com/) - Serverless data analytics overlay on top of S3 Data Lakes.
 - [Hex Dataframe SQL](https://learn.hex.tech/docs/explore-data/cells/sql-cells/sql-cells-introduction) - Hex's Dataframe SQL cells are powered by DuckDB.
 - [Mode](https://mode.com/blog/how-we-switched-in-memory-data-engine-to-duck-db-to-boost-visual-data-exploration-speed/) - Mode uses DuckDB for their in-memory data engine.
@@ -79,7 +79,8 @@
 - [Census](https://www.getcensus.com/) - Census's dataset diffing for incremental syncs is powered by DuckDB.
 - [Huey](https://github.com/rpbouman/huey) - Blazing-fast & intuitive pivot tables on .parquet, .csv, .json files and .duckdb tables in the browser based on DuckDB WASM. Open source (MIT). Zero install!
 - [Parquet Explorer](https://marketplace.visualstudio.com/items?itemName=AdamViola.parquet-explorer) - Visual Studio Code extension for exploring Parquet files with SQL, powered by DuckDB.
-- [Iceburst](https://iceburst.io) - The real-time data lake for monitoring & security. 
+- [Iceburst](https://iceburst.io) - The real-time data lake for monitoring & security.
+- [DQOps](https://dqops.com) - Data quality platform for data engineers, data quality teams and data operations.
 
 ### Web Clients
 
@@ -160,25 +161,30 @@
 
 ### Talks
 
+- [DuckCon #4 playlist](https://www.youtube.com/playlist?list=PLzIMXBizEZjhZcTiEFZIAxPpB6RE9TmgC)
+– [State of the Duck @ DuckCon #4](https://www.youtube.com/watch?v=cyZfpXxXojE) - Hannes Mühleisen and Mark Raasveldt.
 - [In-Process Analytical Data Management with DuckDB @ PyData Amsterdam](https://www.youtube.com/watch?v=5ddoZR6PYNU) - Hannes Mühleisen.
 - [DuckDB: The Power of a Data Warehouse in your Python Process @ PyData Yerevan](https://www.youtube.com/watch?v=q_SKaOeRiOI) - Gábor Szárnyas.
 - [DuckDB: Bringing analytical SQL directly to your Python shell @ EuroPython](https://www.youtube.com/watch?v=egN4TwVyJss) - Pedro Holanda.
 - [DuckDB keynote @ Data + AI Summit 2023](https://www.youtube.com/watch?v=GaHWuQ_cBhA) - Hannes Mühleisen.
+- [State of the Duck @ DuckCon #3](https://www.youtube.com/watch?v=LlkEnaOkzdk) - Hannes Mühleisen and Mark Raasveldt.
 - [DuckCon #3 playlist](https://www.youtube.com/playlist?list=PLzIMXBizEZjhy6QG4Eqoe9k9NgBa-w67Y)
-- [DuckDB: Bringing Analytical SQL Directly To Your Python Shell @ FOSDEM](https://www.youtube.com/watch?v=-rCZQHXSunc&ab_channel=DuckDBLabs) - Pedro Holanda.
-- [State Of The Duck @ DuckCon](https://www.youtube.com/watch?v=rdnPkLSkoyU&ab_channel=DuckDBLabs) - Hannes Mühleisen & Mark Raasveldt.
-- [DuckDB Extensions @ DuckCon](https://www.youtube.com/watch?v=UKo_LQyLTko&ab_channel=DuckDBLabs) - Pedro Holanda & Sam Ansmink.
-- [Developing Systems in Academia: The Good, the Bad, and the not-so-Ugly Duckling @ CIDR](https://www.youtube.com/watch?v=dv4A2LIFG80&ab_channel=CIDRDB) - Hannes Mühleisen.
-- [DuckDB An Embeddable Analytical Database @ FOSDEM](https://www.youtube.com/watch?v=nPDomZQ8jI4&ab_channel=FOSDEM) - Hannes Mühleisen.
+- [DuckDB: Bringing Analytical SQL Directly To Your Python Shell @ FOSDEM](https://www.youtube.com/watch?v=-rCZQHXSunc) - Pedro Holanda.
+- [State of the Duck @ DuckCon #2](https://www.youtube.com/watch?v=rdnPkLSkoyU) - Hannes Mühleisen & Mark Raasveldt.
+- [DuckDB Extensions @ DuckCon](https://www.youtube.com/watch?v=UKo_LQyLTko) - Pedro Holanda & Sam Ansmink.
+- [Developing Systems in Academia: The Good, the Bad, and the not-so-Ugly Duckling @ CIDR](https://www.youtube.com/watch?v=dv4A2LIFG80) - Hannes Mühleisen.
+- [DuckDB An Embeddable Analytical Database @ FOSDEM](https://www.youtube.com/watch?v=nPDomZQ8jI4) - Hannes Mühleisen.
 - [DuckDB tutorials playlist by Learn Data with Mark](https://www.youtube.com/watch?v=fZj6kTwXN1U&list=PLw2SS5iImhEThtiGNPiNenOr2tVvLj6H7) - Mark Needham.
 - [DuckDB tutorials playlist by MotherDuck](https://www.youtube.com/playlist?list=PLIYcNkSjh-0wlrFUE2VvQilLU2aBPns0K) - Mehdi Ouazza (MotherDuck).
 - [Nextflow and database uses: powering data engineering, exploring DuckDB, and beyond](https://youtu.be/GknH1u3NtGI?si=PKnF__cQJ_citMUi) - Edmund Miller.
 
 ### Podcasts
 
+- [Developer Voices: Implementing Hardware-Friendly Databases](https://www.youtube.com/watch?v=pZV9FvdKmLc) - Hannes Mühleisen.
+- [The Geek Narrator: DuckDB Internals](https://www.youtube.com/watch?v=f9QlkXW4H9A) - Mark Raasveldt.
 - [Software Engineering Daily: DuckDB](https://softwareengineeringdaily.com/2022/03/18/duckdb-with-hannes-muleisen/) - Hannes Mühleisen.
-- [Move Your Database To The Data And Speed Up Your Analytics With DuckDB](https://www.dataengineeringpodcast.com/duckdb-in-process-olap-database-episode-270/) - Hannes Mühleisen.
-- [The Personal Data Warehouse](https://podcasts.apple.com/gb/podcast/the-personal-data-warehouse-w-jordan-tigani-of-motherduck/id1574755368?i=1000568408959) - Jordan Tigani.
+- [Data Engineering Podcast: Move Your Database To The Data And Speed Up Your Analytics With DuckDB](https://www.dataengineeringpodcast.com/duckdb-in-process-olap-database-episode-270/) - Hannes Mühleisen.
+- [The Analytics Engineering Podcast: The Personal Data Warehouse](https://podtail.com/en/podcast/the-analytics-engineering-podcast/the-personal-data-warehouse-w-jordan-tigani-of-mot/) - Jordan Tigani.
 
 ### Blog Posts
 
@@ -186,6 +192,7 @@
 - [How to use DuckDB, Motherduck and Kestra for ETL](https://motherduck.com/blog/motherduck-kestra-etl-pipelines/) - How DuckDB can transform data, mask sensitive PII information, detect anomalies in event-driven workflows, and streamline reporting use cases.
 - [DuckDB vs. MotherDuck — how do they compare](https://kestra.io/blogs/2023-07-28-duckdb-vs-motherduck) - What are key differences between them, and when to choose each of these options.
 - [Building DuckDB Extensions with Zig and Nix](https://rupurt.github.io/posts/building-duckdb-extensions-with-zig-and-nix) - For Nix users and Zig developers familiar with DuckDB looking to extend it’s capabilities with custom extensions.
+- [Exploring StarCraft 2 data with Airflow, DuckDB and Streamlit](https://medium.com/data-engineer-things/exploring-starcraft-2-data-with-airflow-duckdb-and-streamlit-7c0ad79f9ca6) - Example project using DuckDB to persist API data, but also explains how to use DuckDB as a versatile data manipulation tool in data wrangling scripts.
 
 ## Contribute