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
LEAD
SOURCE
VALUE
QTY
RATING
2
1
Sample Lead
Web
€ 114,873
1
3.9
3
2
Sample Account
Referral
€ 348,445
12
4.0
4
3
Sample Org
LinkedIn
€ 351,731
11
4.1
5
4
Sample Buyer
Email
€ 233,302
10
4.2
6
5
Sample Prospect
Event
€ 236,588
9
4.6
7
6
Sample Contact
Web
€ 118,159
8
4.7
8
7
Sample Team
Referral
€ 121,445
7
4.8
9
8
Sample Studio
LinkedIn
€ 355,017
6
4.9
Sheet1
Sheet2
Notes
// TECH
PythonScrapyBeautifulSouppandas