Git for Data Scientists & Data Engineers — my very first beginner guide (Git Bash + GitHub)

Published: (January 17, 2026 at 08:49 AM EST)
4 min read
Source: Dev.to

Source: Dev.to

Charles

Hi, I’m Charles Ndungu. I recently started learning data science and analytics. I’ve never used Git before, but I wanted to share my very first experience with Git and GitHub, step‑by‑step, so other beginners like me can follow along.

Repo:

TL;DR

Git tracks changes to files. GitHub stores your tracked projects online. Learn the basic flow:

init → add → commit → push → pull

That’s enough to start working confidently and share work with others.

Why Git matters (short)

  • Reproducibility – you can go back to any previous version.
  • Collaboration – multiple people can work without overwriting each other.
  • Safety – experiment on branches, revert mistakes.
  • Professional – it’s expected in data teams.

What you’ll need

  • Windows (these steps use Git Bash) – macOS/Linux users can use Terminal.
  • A GitHub account
  • Git Bash installed
  • (Optional) VS Code to edit files

Very simple mental model

ConceptExplanation
Local folderYour project on your computer
gitThe tool that watches the folder and remembers changes
commitA saved snapshot
remote (origin)The GitHub copy of your project
pushUpload your commits to GitHub
pullDownload changes from GitHub

Step 1 — Install Git Bash (Windows) — quick

  1. Download from the official site → pick Windows.
  2. Run the installer → accept defaults. When asked, choose OpenSSH.
  3. Open Git Bash from Start → Git → Git Bash.

Step 2 — Minimal setup (one‑time)

Open Git Bash and run:

git --version
git config --global user.name "Your Name"
git config --global user.email "you@example.com"
git config --list

Step 3 — First local project — the exact commands I ran

# create project folder and enter it
mkdir ~/git-basics-practice
cd ~/git-basics-practice

# create a tiny file
echo "hello from git bash" > hello.txt

# start Git in this folder
git init

# check status
git status

# track the file
git add hello.txt

# save a snapshot
git commit -m "Add hello.txt"

# check history
git log --oneline

Step 4 — Create a GitHub repo & push (real moment)

  1. On GitHub click + → New repository.
  2. Name it git-basics-practice.
  3. Do NOT initialize a README or .gitignore.

Authentication notes

  • GitHub no longer accepts account passwords on the command line. Use a Personal Access Token (PAT) instead of your password if prompted.
  • Alternatively, set up SSH keys (recommended long‑term): add the public key to GitHub → Settings → SSH and GPG keys.

Push the local repo

git remote add origin https://github.com/your-username/git-basics-practice.git
git branch -M main
git push -u origin main

Troubleshooting — real things I saw (and how to fix)

  • fatal: User canceled device code authentication – If you close the browser prompt, Git may fall back to asking for username/PAT. Re‑run git push and use a PAT or set up SSH.
  • Permission denied (publickey) – SSH key missing on GitHub. Add your id_ed25519.pub to GitHub → Settings → SSH keys.
  • 404 when opening the repo in a browser – Check the exact repo name and whether it’s private. I once had an extra . at the end of my remote URL (...git-basics-practice..git), which created a repo name with a trailing dot and gave a confusing 404. Always verify with git remote -v.

Step 5 — Pulling changes (download)

If someone edits the repo or you edit on GitHub, bring changes down with:

git pull origin main

Short cheat‑sheet (commands to remember)

git init                 # start tracking a folder
git status               # see file status
git add                  # stage file
git commit -m "msg"      # save snapshot
git log --oneline        # view history
git remote -v           # show remotes
git push -u origin main # upload commits
git pull origin main    # download commits
git checkout -b name    # create + switch branch

A tiny real lesson (my raw beginner moment)

I pushed successfully, but when I opened my repo in the browser I got a 404. I later discovered my remote URL had an extra dot (git-basics-practice..git) so the repo name ended up with a trailing dot. Git still accepted the push, but the usual browser link (without the dot) returned 404. If you hit 404, run git remote -v and make sure the URL is exactly what you expect.

GitHub 404 lesson

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