Django vs FastAPI: Which Python Developer Should You Hire?
Django or FastAPI? Hiring managers ask this before they have written a single job description, and the honest answer is that the framework matters l…
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I Built a Bilingual "Mini-Uber" for My Dad's Escalade Business
I Built a Bilingual "Mini-Uber" for My Dad's Escalade Business My dad drives a Cadillac Escalade. He's licensed in California (TCP permit — the real…
Clean Architecture in Python with FastAPI, FastStream, and Dishka
One business logic layer, two entry points: HTTP and RabbitMQ. Here is the backend template I built with FastAPI, FastStream, and Dishka. This walkt…
Marketing automation with built‑in analytics in Herald
Problem Indie developers and small teams ship code faster than they write about it. Herald automates the generation of blog posts and social copy fr…
WakeRide: Travel. Sleep. We'll Wake You. 🚍💤
Hi everyone! We recently worked on SafeTrack for a hackathon. It focuses on affordable autonomous navigation using smartphone sensors and real-time…
Как я собрал бота‑команду из 11 ИИ‑юристов и что под капотом пошло не так первым же смоук‑тестом
Полтора месяца назад мне пришла претензия на 44 тысячи рублей за фото восьмилетней давности на сайте нашего отеля — типичный «фотобанковский» иск с…
Zero Downtime Deploy: как обновлять production, не роняя пользователей
Представим ситуацию: у вас есть примитивное веб-приложение онлайн-редактора, которое уже набрало среднюю нагрузку под 100 RPS. И вы, как тимлид, дож…
Fashion E-Commerce Store
When I started this project, the brief was simple to state and deceptively large to build: a full fashion e-commerce platform — product catalog, siz…
How We Built a Weather-Aware Daily Recipe Pipeline With FastAPI
Fancy Fox publishes one AI-assisted seasonal recipe idea each day. What began as a linear prompt eventually became a small state machine: gather con…
How I built FastMedia Downloader: A microservices architecture with FastAPI, Next.js, and Docker
Hey devs! 👋 I recently built and open-sourced FastMedia Downloader , a full-stack platform designed to inspect and extract multimedia content from o…
I Kept Burning API Credits Every Time I Ran My Test Suite — Here's How I Fixed It
I ran my test suite four times in a row one afternoon while debugging a flaky endpoint, and by the time I checked my OpenAI usage dashboard I'd burn…
Building a High-Performance Daily Ledger API: Asynchronous Concurrency & Data Validation with FastAPI
When designing modern backend microservices, two pillars dictate the reliability and speed of your application: strict data contracts and non-blocki…
From Pixels to Proteins: Building a Real-Time Dietary Analyzer with GPT-4o & Pydantic
We’ve all been there: staring at a delicious plate of pasta, wanting to track our macros, but dreading the manual entry into a fitness app. Traditio…
I built a free full-stack auth starter so you can skip "auth week" (Flutter + FastAPI)
Every side project I've started died a little during the same seven days: auth week. You know the drill. Login screen, register screen, forgot passw…
Why I Put Mirth Connect in Front of FastAPI Instead of Parsing HL7 in Python
When I started building my Maternity HL7-to-FHIR Pipeline , my first instinct was to do everything in Python. Parse the HL7 message, map the fields,…
The Best Python SaaS Boilerplates in 2024: A Comprehensive Guide
The Best Python SaaS Boilerplates in 2024: A Comprehensive Guide Building a SaaS application from scratch means reinventing the wheel on authenticat…
Building Role-Based Student, Teacher, and Admin Experiences in EchoEd
A role-based product should involve more than hiding navigation links. Students, teachers, and platform administrators have different goals, data ne…
I built an AI Neuro-Coach on FastAPI — here's what 60 cognitive trainers taught me about attention
Two years ago I sat down with a stack of research on cognitive training and asked a stupid question: what if the twenty-year clinical protocol we ra…
Introducing Aquilia
Been working on this for a while and it's finally time to share it properly. Aquilia is a Python web framework built async-native from the ground up…
Stop Overtraining: Build an AI Agent to Auto-Sync Your Fitness Plan with Your Heart Rate (LangGraph + Notion)
We’ve all been there. You have a "Leg Day" scheduled in your Notion database, but you woke up feeling like a truck hit you. Your Apple Watch says yo…
I built UserHarbor — a framework-agnostic user management library for Python
While working on a SaaS application recently, I once again had to implement the same user account flow: registration login sessions email verificati…
Analyzing and Troubleshooting Bottlenecks in FastAPI: Optimizing Auth Flow, Cryptography, and Data Serialization
This article is intended for those who, like me, are interested in profiling and performance optimization. Key Takeaways (TL;DR): Offload CPU-bound…
I extracted a government's entire budget from a 625-page PDF in 4 seconds
Liberia's national budget is public. By law, it has to be. Every year the Ministry of Finance publishes it as a PDF on their website, hundreds of pa…
I Built a Self-Hosted Competitor Price Monitor Because SaaS Pricing Is Out of Control
I Built a Self-Hosted Competitor Price Monitor Because SaaS Pricing Is Out of Control The Problem I run a small online store. To stay competitive, I…
FastAPI for AI Engineers - Part 3: Connecting to a database
In the previous article, we explored how to build our first CRUD API using FastAPI. While our API worked correctly, there was one major problem. We…
Building KindaSeen with FastAPI, Next.js, and PostgreSQL
“Did We Already Watch This?” — Building KindaSeen with FastAPI and Next.js A few months ago, my friends and I kept running into the same question wh…
I Got Tired of SNMP Dev Hell, So I Built Trishul SNMP Suite
If you've done serious SNMP work, you know the tax. Terminals full of snmpwalk flags you've looked up three times before. A MIB browser you either p…
I Built Cuekiyo: a Local-First Anime OP/ED Video Pipeline with React, FastAPI, yt-dlp and FFmpeg
I just released Cuekiyo v1.0.0 , an open-source local web app for building anime opening and ending compilation videos. The idea is simple: Pick ani…