Wrote an essay on Product Quantization and how it helps

Arpit Bhayani

Arpit Bhayani

Dec 07, 2025 • 1 min read


Wrote an essay on Product Quantization and how it helps in vector search by squeezing huge high-dimensional embeddings into tiny codes while still keeping distance calculations workable.

If you’re working with embeddings, RAG systems, or large vector indexes, or are just curious, this should give you a solid mental model of how PQ actually works under the hood. Give it a read.

Arpit Bhayani

Principal Engineer II at Razorpay - building Agent Studio, Ex-staff engg at GCP Memorystore & Dataproc, Creator of DiceDB, ex-Amazon Fast Data, ex-Director of Engg. SRE and Data Engineering at Unacademy. I spark engineering curiosity through my no-fluff engineering videos on YouTube and my courses