惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

小众软件
小众软件
N
News and Events Feed by Topic
A
About on SuperTechFans
aimingoo的专栏
aimingoo的专栏
The Cloudflare Blog
H
Heimdal Security Blog
Schneier on Security
Schneier on Security
Engineering at Meta
Engineering at Meta
Google Online Security Blog
Google Online Security Blog
宝玉的分享
宝玉的分享
AI
AI
The GitHub Blog
The GitHub Blog
MongoDB | Blog
MongoDB | Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
The Last Watchdog
The Last Watchdog
T
Troy Hunt's Blog
S
Security @ Cisco Blogs
H
Hacker News: Front Page
F
Fortinet All Blogs
博客园_首页
S
Secure Thoughts
N
News and Events Feed by Topic
P
Proofpoint News Feed
Microsoft Azure Blog
Microsoft Azure Blog
I
InfoQ
Spread Privacy
Spread Privacy
Hacker News - Newest:
Hacker News - Newest: "LLM"
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
C
Check Point Blog
Hugging Face - Blog
Hugging Face - Blog
Hacker News: Ask HN
Hacker News: Ask HN
C
CXSECURITY Database RSS Feed - CXSecurity.com
酷 壳 – CoolShell
酷 壳 – CoolShell
Stack Overflow Blog
Stack Overflow Blog
L
LINUX DO - 最新话题
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
S
Schneier on Security
Know Your Adversary
Know Your Adversary
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Scott Helme
Scott Helme
P
Privacy & Cybersecurity Law Blog
S
Securelist
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
O
OpenAI News
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
PCI Perspectives
PCI Perspectives
L
LangChain Blog
雷峰网
雷峰网
Security Archives - TechRepublic
Security Archives - TechRepublic
V2EX - 技术
V2EX - 技术

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
I Kept Recreating My Django Superuser Every Time I Switched Computers — Until I Finally Understood What Was Happening
Michael Nyawade · 2026-06-02 · via DEV Community

I’ve been building a Django project called SmartDuka, a smart shop management system for small retailers and shop owners. It handles inventory tracking, low stock alerts, dead stock detection, sales tracking, credit sales, and daily business insights.

This is also my first serious Django project.

And for a while, every time I switched from my home laptop to my work laptop, I went through the exact same process:

git clone
python -m venv venv
pip install -r requirements.txt
python manage.py migrate
python manage.py createsuperuser

Enter fullscreen mode Exit fullscreen mode

Then I would open the admin panel and start entering products, customers, and sample sales all over again.

Every. Single. Time.

At first, I thought this was just part of working with Django. But eventually I realized I wasn’t actually understanding the relationship between:

  • my code
  • migrations
  • and the database itself

This article is basically the explanation I wish someone had given me earlier.


The Mistake I Wasn’t Really Making

To be fair, I was doing one important thing correctly:

db.sqlite3

Enter fullscreen mode Exit fullscreen mode

was inside my .gitignore.

For a good reason SQLite databases are local files and usually shouldn’t be committed to Git.

So technically my workflow looked “correct.”

The problem was this:

I assumed migrations would somehow preserve my data across machines.

They don’t.


What Django Migrations Actually Do

This part finally clicked for me after some frustration.

When you run:

python manage.py migrate

Enter fullscreen mode Exit fullscreen mode

Django recreates the database structure, not the actual records inside it.

So migrations restore things like:

  • tables
  • columns
  • relationships
  • constraints

But they do not restore:

  • superusers
  • products
  • inventory
  • sales records
  • customers
  • suppliers

That data lives inside the database itself.

And in SQLite, that database is literally one file:

db.sqlite3

Enter fullscreen mode Exit fullscreen mode

Once I understood that, everything made sense.


Why I Had to Keep Recreating My Superuser

Because every new machine was getting:

fresh empty database

Enter fullscreen mode Exit fullscreen mode

After migrations, Django had the tables it needed, but there were no actual records inside them yet.

So naturally:

  • no users existed
  • no inventory existed
  • no sales existed

I wasn’t losing my code.

I was losing my database state.


The Different Solutions I Considered

Once I understood the problem properly, I realized there are several ways developers approach this.

1. Recreate Everything Every Time

This was my original workflow.

It technically works, but only for tiny projects.

Once your app starts accumulating meaningful data, this becomes painful very quickly.


2. Commit db.sqlite3 to Git

I considered this briefly.

It solves the syncing issue, but introduces other problems:

  • binary file conflicts
  • messy Git history
  • merge problems
  • potential security risks

For a real project, this didn’t feel right.


3. Use Fixtures

Django supports:

python manage.py dumpdata
python manage.py loaddata

Enter fullscreen mode Exit fullscreen mode

which export and import data as JSON fixtures.

This is actually pretty useful for:

  • demo data
  • seed data
  • lookup tables

But for constantly changing business data like inventory and sales, it felt awkward as the main solution.


4. Copy db.sqlite3 Between Machines

This ended up being the most practical short-term solution for me.

Instead of recreating everything, I simply keep the latest SQLite database and transfer it between machines manually.

That preserves:

  • my superuser
  • inventory records
  • customers
  • sales history
  • everything else

The workflow now looks more like this:

git pull
pip install -r requirements.txt
# copy latest db.sqlite3
python manage.py migrate
python manage.py runserver

Enter fullscreen mode Exit fullscreen mode

Much better.


The Important Detail About Migrations

One thing I learned here:

The correct order is:

  1. copy db.sqlite3
  2. then run migrations

Not the other way around.

Why?

Because migrations should update your existing database schema if new model changes were added.

For example, if yesterday my Product model had:

name = models.CharField(max_length=100)

Enter fullscreen mode Exit fullscreen mode

and today I added:

price = models.DecimalField(...)

Enter fullscreen mode Exit fullscreen mode

then running:

python manage.py migrate

Enter fullscreen mode Exit fullscreen mode

updates the copied database safely.

That’s exactly what migrations are designed for.


The Bigger Realization

At some point, I realized SmartDuka started behaving like a real system.

And once that happens, things like:

  • persistence
  • synchronization
  • database strategy
  • backups
  • scalability

suddenly become important.

That transition caught me by surprise a little.


What I’m Planning Next

Right now I’m still using SQLite during development because it’s simple and fast.

But I can already see that eventually I’ll need to move toward PostgreSQL, especially because SmartDuka deals with:

  • transactions
  • inventory
  • analytics
  • credit management
  • reporting

At that point, having a shared database instead of manually copying SQLite files will make much more sense.

But honestly, understanding why I was recreating my superuser every time was already a huge learning moment.


Final Thoughts

One thing I’m learning while building real projects is that software development isn’t only about writing features.

Sometimes the biggest lessons come from workflow problems.

This was one of them for me.

If you’re new to Django and you’ve ever wondered:

“Why do I keep losing my data even after running migrations?”

hopefully this article saves you a few hours of confusion.