IDOR Lab: The Bug Bounty Training Platform That Doesn't Hold Your Hand
A Django-based vulnerable lab built to simulate real-world IDOR scenarios — not just textbook examples. If you've spent any time in Bug Bounty hunting…
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Building a Resume Download Gate: Email Collection, Signed Tokens, and an S3 Lesson
I wanted a soft gate on my resume download. Not a paywall. Just an email field — enough friction to filter bots, enough signal to know who's intereste…
How I Added Live Charts to the Django Admin Without Installing a Single Package
The Django admin is a powerful tool that most developers underuse. Out of the box it gives you a filterable, searchable table for every model — but it…
The N+1 Query That Killed Our Database, And How I Fixed It
Everything Worked…But Not Well APIs are affected by the way data is retrieved from the database, and that's something that affected a recent teammate …
django-deploy-probes — deployment probe endpoints for Django
When deploying Django applications, I kept running into the same problem: health check endpoints were implemented differently in every project, and li…
grep Said 1,202. The Real Answer Was 10. — Introducing colref
When deleting a database column, I ran grep "\.html\b" across a Django codebase to check for references. It returned 1,202 hits. The column had 10 act…
Deploying Cookiecutter Django on DigitalOcean (Ubuntu 24.04 (LTS) x64)
A no-fluff deployment runbook for getting a Cookiecutter Django project live on DigitalOcean using Docker and Traefik. Covers the full path from dropl…
z4j: a self-hosted control plane for Python task queues
z4j is an open-source dashboard for Python background-job systems. It connects to the task queue (or queues) running in production and gives operators…
Horilla CRM: A Free & Open-Source Django CRM for Modern Businesses in 2026
If you've spent any time searching for an open-source CRM , you've probably hit the same wall most teams hit: the popular options are either bloated, …
🌿 Plant Disease Detection System
Agriculture is the backbone of many economies, yet plant diseases continue to cause massive crop losses every year. What if farmers could detect disea…
How to Prevent IDOR Vulnerabilities in Django REST APIs
How to Prevent IDOR Vulnerabilities in Django REST APIs An authenticated user changes /api/orders/42/ to /api/orders/43/ and reads someone else's orde…
How I Built an AI Booking Assistant for Small Businesses?
A few months ago I was thinking about a problem that almost every freelancer and small business owner faces: customers message at midnight asking "are…