SERP Scraping: Extract Search Engine Results at Scale

# Example: Using PullData API for SERP scraping
import requests

response = requests.post(
    "https://api.pulldata.io/v1/serp",
    json={
        "keyword": "best CRM software 2026",
        "location": "United States",
        "device": "desktop",
        "num_results": 100
    },
    headers={"Authorization": "Bearer YOUR_API_KEY"}
)

results = response.json()
for result in results["organic"]:
    print(f"{result['position']}. {result['title']} - {result['url']}")