🕷️️ Job Radar • SCRAPING

freelancer.com 2026-04-20 🟠

🔹 Automate Data Processing from Multiple REST APIs
👤 Client: 🇪🇬 Ismailia, Egypt Member since 2026-04-20
💰 Price: $7 / hr Average bid
🚩 Problem: Streamline data collection and processing for analytics.
📦 Existing: Not specified

Specifications:

[Target] Command-line tool for automated API data fetching, cleaning, and outputting structured data.
[Method] Python script using requests library for API calls, pandas for data manipulation, and logging for error handling and debugging.
[UI/UX] Headless operation with command-line arguments for specifying API key, date range, and output path.
[Stack] Python (requests, pandas), logging module
[Security] Handle rate limits and errors gracefully to avoid API abuse and ensure data integrity.
[Format] Output structured JSON or CSV files ready for analytics.

Workflow:

1. Define API endpoints and required parameters.
2. Write Python script using requests library to fetch data from APIs.
3. Implement error handling for rate limits, timeouts, and bad responses.
4. Clean and transform fetched data using pandas.
5. Log process steps and errors for debugging.
6. Output structured JSON or CSV files based on specified date range and path.