Created
September 11, 2023 16:28
Linkedin scraper with cold start IP rotation
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import json | |
import os | |
import uuid | |
import boto3 | |
import requests | |
from bs4 import BeautifulSoup | |
SOFTWARE_ENGINEER_FRANCE_JOB_SEARCH = "https://www.linkedin.com/jobs/search?keywords=Software%20Engineer&location=France&locationId=&geoId=105015875&f_TPR=r86400&position=1&pageNum=0" | |
def get_current_ip(): | |
return requests.get("http://checkip.amazonaws.com").text.rstrip() | |
def scrape_job_offer(event, context): | |
job_offer_url = event.get("url") | |
response = requests.get(job_offer_url) | |
soup = BeautifulSoup(response.text, "html.parser") | |
offer_json = soup.select_one('script[type="application/ld+json"]') | |
if offer_json: | |
offer = json.loads(offer_json.get_text(strip=True)) | |
offer["ip_used_to_scrape"] = get_current_ip() | |
return {"statusCode": 200, "body": offer} | |
else: | |
return {"statusCode": 500, "body": "Job offer not found"} | |
def scrape_job_urls(event, context): | |
JOB_OFFER_SCRAPER_ARN = os.environ["JOB_OFFER_SCRAPER_ARN"] | |
response = requests.get(SOFTWARE_ENGINEER_FRANCE_JOB_SEARCH) | |
soup = BeautifulSoup(response.text, "html.parser") | |
job_offer_urls = [offer.a["href"] for offer in soup.select("ul.jobs-search__results-list > li")] | |
client = boto3.client("lambda") | |
results = [] | |
for job_offer_url in job_offer_urls: | |
payload = {"url": job_offer_url} | |
lambda_response = client.invoke( | |
FunctionName=JOB_OFFER_SCRAPER_ARN, | |
InvocationType="RequestResponse", | |
Payload=bytes(json.dumps((payload)), "utf-8"), | |
) | |
response = json.loads(lambda_response["Payload"].read().decode()) | |
status_code = response["statusCode"] | |
if status_code == 200: | |
results.append(response["body"]) | |
else: | |
# Reset the lambda to get a new IP address | |
client.update_function_configuration( | |
FunctionName=JOB_OFFER_SCRAPER_ARN, | |
Environment={"Variables": {"RANDOM_HASH_TO_FORCE_COLD_START": str(uuid.uuid4())}}, | |
) | |
# Wait for the lamdbda to be updated | |
waiter = client.get_waiter("function_updated") | |
waiter.wait(FunctionName=JOB_OFFER_SCRAPER_ARN) | |
# Launch the scraper again | |
lambda_response = client.invoke( | |
FunctionName=JOB_OFFER_SCRAPER_ARN, | |
InvocationType="RequestResponse", | |
Payload=bytes(json.dumps((payload)), "utf-8"), | |
) | |
response = json.loads(lambda_response["Payload"].read().decode()) | |
results.append(response["body"]) | |
return results |
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