Introduction:
I started this journey of recreating technologies to learn more about them. Quick list of recreated tools: Redis, Git, HTTP server, React clone, Vector DB, etc. The common format I followed for each project is, I first noted down main features I wanted to recreate. My goal was not to create an exact replica. It was to learn the tech better. So I focused on building Proof of Concept using easier languages like python and javascript compared to c++ and rust.
Recreating Redis in Node.js
What I Built
A simplified version of Redis — an in-memory key-value store — using Node.js. It supports basic commands like SET, GET, DEL, EXPIRE, etc, mimicking the Redis CLI experience.
How I Built It
- I used TCP sockets with the
netmodule in Node.js to handle raw client connections. - Parsed custom commands in RESP (Redis Serialization Protocol) format.
- Maintained an in-memory object as the core data store.
- Implemented basic expiration logic using
setTimeout.
Features I Added
- String operations:
PING,SET,GET,DEL,EXPIRE,TTL,INCR,DECR,LPUSH,RPUSH,LRANGE,LPOP,RPOP - TTL (time-to-live) expiration support
- Implemented persistence (in-memory, snapshot, append-only)
- A command parser that supports pipelining
What I Learned
- How TCP servers handle low-level communication
- Why Redis uses RESP instead of plain JSON
- How TTL works under the hood and the challenges with expiring keys
- Why Redis is single-threaded and how it avoids locks
Other Projects
-
Recreating Git in Node.js
- What I built: Basic CLI with
init,add,commit,log,diff - How I built it: File system diffing, SHA1 hashing, .git directory
- Features: Staging area, history, diffing
- What I learned: DAGs, content-addressed storage, commit objects
- What I built: Basic CLI with
-
React.js Clone in Javascript
- What I built: Reconciliation, React Hooks
- How I built it: Fiber-like structure, custom hooks
- Features:
useState,useEffect, diffing, re-render - What I learned: Rendering models, reactivity, component lifecycles
-
HTTP Server in Python
- What I built: Barebones server supporting routes and headers
- How I built it: Using built-in socket module in python
- Features: Routing, request/response parsing, HTML and JSON response
- What I learned: HTTP protocol internals, status codes, headers
-
Mini Programming Language in Javascript
- What I built: Tokenizer, parser, interpreter
- How I built it: AST construction, recursive descent parsing
- Features: Variables, math expressions
- What I learned: Lexical analysis, parsing, control flow internals
-
Vector Store (FAISS-lite) in Python
- What I built: Simple vector indexer with cosine similarity
- How I built it: Using NumPy module in python
- Features: Insert, search, delete, metadata
- What I learned: ANN (Approximate Nearest Neighbors), similarity math, indexing
-
Minimal Backend Framework
- What I built: FastAPI like Python Framework
- How I built it: Routing system, middleware, response helpers. All this on top of waitress server
- Features: Request/response lifecycle, plug-and-play middleware
- What I learned: How a backend framework works behind the scenes
-
UI Library
- What I built: A lightweight tailwind css based ui components
- How I built it: Using storybook, react and vite
- Features: Button, Input, Text, and Layout (Box and Stack) components
- What I learned: How design systems are built and documentated using Storybook
Reflections
Why Rebuilding Matters
- You gain intuition that no documentation or tutorial can offer.
- You start to appreciate trade-offs in real-world software (performance vs. simplicity, DX vs. complexity).
- It makes you fearless in diving into the source code of popular tools.
- Bonus: It’s fun. Seriously.
Closing Thoughts
- If you’re ever stuck in tutorial hell or feel like you’re not really learning — try building the tool yourself.
- It won’t be perfect. That’s the point.
- In the end, it’s not about replacing Redis or Git — it’s about replacing your limits with curiosity.