SQLite in Node.js From Inside Out

Node Congress

Node Congress 2025

Edy Silva

Interactive Debugging and Control in Node.js With REPL

JSNation US

JSNation US 2025

Node Congress 2026

Every Node.js developer adding AI to their apps faces the same choice: pay for external APIs or wrestle with some local inference like Ollama (that also requires API calls). But there's a third option nobody's talking about: running ML inference *inside* your Node.js process with Transformers.js. In this talk, I'll show you how to generate embeddings, classify text, and run LLMs with nothing more than `npm install`. No API keys, no network latency, no separate processes. Just JavaScript doing machine learning the way it should: simple, fast, and fully under your control.

Stop Paying for AI APIs: npm Install Your Way to In-Process Inference

You probably have faced a situation where you needed to debug something particular in your application. Something in a specific condition. These kinds of situations tend to be poorly handled by us developers.A common approach is adding a bunch of logs, deploying the code, and waiting for the logs to return. This is a very slow process and can be very frustrating.It would be much better if you could just get into the environment, while running, execute some code, and see the results. This is where the node:repl module comes in. It allows you to create a Read-Eval-Print Loop (REPL) in your Node.js application.Inspired by Ruby on Rails, which has a very useful console, I implemented a console in the application I was working on. It was a game changer. Now, we have a way more effective debugging/experimentation process. My team fell in love with it. Now, it's part of the app, as it always has been.Another good thing is that it was not hard to implement. The node:repl module gives everything. We just need to ensure the application is properly bootstrapped to use the REPL module.Table of contents<ul><li>The importance of tools and DX</li><li>The module node:repl</li><li>Hands-on: creating an iterative repl for debugging any application</li><li>Conclusion</li></ul>Takeaways<ul><li>Why DX matters and how to improve it through the development of custom tools</li><li>How Node.js modules can help with the creation of effective tools</li><li>Get to know the node:repl module</li></ul>

SQLite is having its Renaissance. It's being used in many projects and companies. Bun runtime has its implementation of sqlite, Turso is a product on top of SQLite, and the Ruby on Rails framework dropped all its dependency on Redis in favor o SQLite for things like Caching and Queues.Node.js version 22.5.0 introduced the `node:sqlite` module. It's an experimental module that allows you to use SQLite in a very Node.js way, without any external dependency.In this workshop, you will learn how to use SQLite in Node.js. We will explore the current `node:sqlite` features and how to use them. We will also explore the future of SQLite in Node.js.