Next Val Data

Data insights, analytics, and technical explorations.

I’m Dominick Ryan. As a Senior Systems and Data Engineer, I build reliable data transformations and cloud-native infrastructure. NextValData is my curated repository of academic and technical documentation—a personal archive shared in the hope that it helps others, while being just self-serving enough.

My Posts

The Value of Simple Models

Why early atmospheric simulations 'blew up' and what it teaches us about systemic equilibrium.

#Simulation#Systems#Cellular-Automata

DB Basics with DuckDB and some Nuances

An exploration of database engineering terminology gaps, the differences between ETL and ELT compute paradigms, and the SELECT * query performance nuances in analytical engines like DuckDB.

#Databases#DuckDB#Data Engineering#SQL

The Databases that are Eating the Internet

An analysis of vector databases like Milvus, Qdrant, and Pinecone, and how they manage semantic infrastructure in a resource-constrained cloud.

#Databases#Vector Search#Data Engineering#AI

My Reading List