Client2024
Real estate scraping pipeline
Multi-site scraping for real estate listings with clean structured CSV exports.
Web scraping pipeline for real estate listings across multiple platforms — capturing names, addresses, contact details, geocoordinates and ratings. Output: clean structured CSV with deduplication and validation. Ethical, rate-limited collection of publicly available data.
// PROJECT VISUAL
Real estate scraping pipeline
SAMPLE
A
B
C
D
E
F
1
ID
NAME
CITY
PRICE
BEDS
RATING
2
1
Sample Apartment
Cairo
€ 84,000
3
4.6
3
2
Sample Villa
Cairo
€ 230,000
5
4.8
4
3
Sample Studio
Alexandria
€ 48,000
1
4.2
5
4
Sample Duplex
Giza
€ 142,000
4
4.5
6
5
Sample Loft
Cairo
€ 96,000
2
4.7
7
6
Sample House
Mansoura
€ 110,000
3
4.3
8
7
Sample Penthouse
Cairo
€ 380,000
4
4.9
9
8
Sample Cottage
Hurghada
€ 72,000
2
4.4
// TECH
PythonScrapyBeautifulSouppandas