Stanimira Vlaeva

NoSQL Data Modeling for Front-end Developers

Your application's query patterns, not normalization rules, should drive your data model.

NoSQL Data Modeling for Front-end Developers
#1about 3 minutes

Why data modeling matters for front-end developers

A good data model improves application performance, developer productivity, and reduces overall development costs.

#2about 7 minutes

Understanding document databases and flexible schemas

NoSQL document databases like MongoDB use collections of BSON documents with flexible schemas, unlike the rigid tables of SQL.

#3about 6 minutes

Modeling data relationships with embedding and referencing

One-to-many relationships can be modeled by either embedding related data within a single document or by referencing it using IDs.

#4about 9 minutes

Deciding when to embed or reference data

Use embedding for one-to-few relationships and referencing for one-to-zillions, while considering if entities are separate logical units for one-to-many cases.

#5about 6 minutes

Optimizing queries with the extended reference pattern

Combine referencing with embedding of frequently accessed fields to reduce queries while avoiding overly large documents and data duplication.

#6about 5 minutes

Handling data duplication and staleness effectively

Accept duplication for historical data and manage necessary updates for stale data using batch operations triggered by change streams.

#7about 9 minutes

Core principles for successful NoSQL data modeling

Effective data modeling is driven by application use cases, requiring identification of logical units, relationships, and critical queries.

Related jobs
Jobs that call for the skills explored in this talk.

Featured Partners

Related Articles

View all articles
Daniel Cranney, Chris Heilmann
Dev Digest 215: Agent Memory, JS2026, Googlebot Analysis & Canvas❤️HTML
Inside last week’s Dev Digest 215 . 🗿 Make AI talk like a caveman 🧠 A guide to context engineering for LLMs 🤖 Simon Willison on agentic engineering 🔐 Axios supply chain attack post mortem 🛡️ Designing AI agents to resist prompt injection 🎨 HTML in c...
Dev Digest 215: Agent Memory, JS2026, Googlebot Analysis & Canvas❤️HTML
Chris Heilmann
Dev Digest 136 - No JS(on) of mine
News and ArticlesDouglas Crockford is our featured video, so let's talk about evolving JavaScript and all things JSON. Judicious JSON explains all the weird things in it, you can learn why it can be incredibly slow, people wonder what even is a JSON ...
Dev Digest 136 - No JS(on) of mine
Daniel Cranney
The Overflow: 5 Tools for Developers Working with JSON
In the last edition of The Overflow - where we share all kinds of incredible mostly-open source tools we just couldn’t fit into the DevDigest - we looked at speedy file sharing . Well this time, we’re looking at five that make working with JSON a lit...
The Overflow: 5 Tools for Developers Working with JSON

From learning to earning

Jobs that call for the skills explored in this talk.