How I Built a Freelance & Bounty Job Aggregator API with FastAPI

BÜŞRA KISIK — Wed, 05 Aug 2026 10:46:59 +0000

As developers, freelancers, or side-hustlers, we often find ourselves checking multiple platforms every day—Upwork, Web3 bounty boards, remote job sites, and tech forums—just to find relevant gigs or open opportunities.

Building scrapers for each platform individually is a maintenance nightmare: selectors break, rate limits get hit, and keeping data schema unified takes hours of refactoring.

To solve this for my own projects, I built Bounty & Freelance Data Arbitrage API—a lightweight microservice that aggregates real-time freelance opportunities into a clean, single JSON endpoint.

🛠️ The Tech Stack
Backend Framework: FastAPI (Python) for ultra-fast, async request handling.
Hosting: Render for seamless containerized deployment.
API Distribution & Management: RapidAPI Hub for rate-limiting, key management, and instant access.
💡 Key Features
Unified Schema: Normalizes titles, budgets, platform origins, and tags across different job sources.
Developer-Friendly Rates: Includes a free tier (100 requests/month) for side projects, testing, and automated scripts.
No Scraper Maintenance: You query one endpoint; the backend handles the upstream source maintenance.

import requests

url = "YOUR_RAPIDAPI_ENDPOINT_HERE"

headers = {
"X-RapidAPI-Key": "YOUR_RAPIDAPI_KEY",
"X-RapidAPI-Host": "bounty-freelance-data-arbitrage-api.p.rapidapi.com"
}

response = requests.get(url, headers=headers)
print(response.json())

🚀 Try It Out
The API is publicly listed on RapidAPI Hub. Whether you are building an automated job alert bot, a personal job board dashboard, or an AI job matcher, feel free to give it a spin:

👉 Try the Bounty & Freelance Data Arbitrage API on RapidAPI https://rapidapi.com/busrakisik/api/bounty-freelance-data-arbitrage-api/playground/apiendpoint_2c1efb05-565d-44c3-9d39-32768ea7f3a9

I'd love to hear your feedback! What job sources or endpoint filters (e.g., budget threshold, remote-only, stack tags) would you like to see next?

ptyhon #fastapi #webdev #api

DEV Community: BÜŞRA KISIK

How I Built a Freelance & Bounty Job Aggregator API with FastAPI

ptyhon #fastapi #webdev #api