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 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

The Case for Laziness in Python 3.15

An exploration of explicit lazy imports in Python 3.15 via PEP 810 to optimize startup performance and parse overhead.

#Python#Performance#Data Engineering

My Reading List