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scraper.py
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from __future__ import annotations
import csv
import logging
import time
from datetime import datetime
from pathlib import Path
from typing import Callable, Iterable
import requests
ProgressCallback = Callable[[str, dict], None]
TECHNOLOGY_PRESETS: dict[str, list[str]] = {
"php": ['"PHP"', '"Laravel"'],
"javascript": ['"JavaScript"', '"TypeScript"', '"React"', '"Node.js"'],
"python": ['"Python"', '"Django"', '"FastAPI"', '"Flask"'],
"java": ['"Java"', '"Spring"', '"Spring Boot"'],
"csharp": ['"C#"', '".NET"', '"ASP.NET"'],
"ruby": ['"Ruby"', '"Ruby on Rails"'],
"go": ['"Golang"', '"Go Developer"'],
"rust": ['"Rust"', '"Rust Developer"'],
"devops": ['"DevOps"', '"SRE"', '"Platform Engineer"', '"Kubernetes"'],
"data": ['"Data Engineer"', '"Data Scientist"', '"Machine Learning"', '"MLOps"'],
"mobile": ['"iOS"', '"Android"', '"React Native"', '"Flutter"'],
}
SENIORITY_LEVELS: dict[str, list[str]] = {
"any": [],
"trainee": ['"Trainee"', '"Intern"', '"Internship"'],
"junior": ['"Junior"', '"Jr"', '"Entry Level"', '"Entry-Level"'],
"mid": ['"Mid-Level"', '"Mid Level"', '"Middle"', '"Intermediate"'],
"senior": ['"Senior"', '"Sr"', '"Lead"'],
"staff": ['"Staff"', '"Staff Engineer"', '"Principal"'],
"manager": ['"Engineering Manager"', '"Tech Lead"', '"CTO"', '"VP of Engineering"'],
}
ATS_PLATFORMS: dict[str, str] = {
"Green House": "site:greenhouse.io",
"Lever": "site:lever.co",
"AshBy": "site:jobs.ashbyhq.com",
"Workable": "site:jobs.workable.com",
"Breezy": "site:breezy.hr",
"Jazz CO": "site:jazz.co",
"Smart Recruiters": "site:smartrecruiters.com",
"ICIMS": "site:icims.com",
"PinpointHQ": "site:pinpointhq.com",
}
EXCLUDED_PATTERNS: list[str] = [
"facebook.com",
"linkedin.com",
"twitter.com",
"reddit.com",
"hacker-news",
"hnhiring.com",
"glassdoor.com",
"indeed.com",
"ziprecruiter.com",
"weworkremotely.com",
"jobleads.com",
"upwork.com",
"/careers/?$",
"dover.com",
"dovercorporation.com",
"app.dover.com/dover/careers",
]
VALID_PATTERNS: list[str] = [
"greenhouse.io",
"lever.co",
"ashbyhq.com",
"workable.com",
"breezy.hr",
"jazz.co",
"smartrecruiters.com",
"icims.com",
"pinpointhq.com",
"app.dover.",
]
SERPER_URL: str = "https://google.serper.dev/search"
def _emit_progress(on_progress: ProgressCallback | None, event: str, data: dict) -> None:
"""Emit a progress event if a callback is provided."""
if on_progress is None:
return
try:
on_progress(event, data)
except Exception: # pragma: no cover - caller-owned callback
logging.getLogger(__name__).exception("Progress callback failed")
def is_valid_job_link(link: str, origin: str) -> bool:
"""Check whether a job link is valid for the configured ATS sources.
Args:
link: Job URL to validate.
origin: ATS name (currently unused, kept for compatibility).
Returns:
True if link matches valid patterns and not excluded.
"""
lowered = link.lower()
for pattern in EXCLUDED_PATTERNS:
if pattern in lowered:
return False
has_valid_pattern = any(pattern in lowered for pattern in VALID_PATTERNS)
return has_valid_pattern
def fetch_page(query: str, origin: str, page: int, api_key: str) -> dict:
"""Fetch a page of results from Serper.
Args:
query: Search query to execute.
origin: ATS origin for logging context.
page: Page number to retrieve.
api_key: Serper API key.
Returns:
Parsed JSON response as a dictionary, or empty dict on failure.
"""
logger = logging.getLogger(__name__)
logger.info("Querying jobs in %s - Page: %s...", origin, page)
if not api_key:
logger.error("Missing Serper API key")
return {}
headers = {"X-API-KEY": api_key, "Content-Type": "application/json"}
payload = {"q": query, "num": 10, "page": page, "tbs": "qdr:w"}
try:
response = requests.post(SERPER_URL, headers=headers, json=payload, timeout=30)
response.raise_for_status()
return response.json()
except requests.RequestException as exc:
logger.error("Error fetching from %s page %s: %s", origin, page, exc)
return {}
def build_ats_queries(technology: str = "php", level: str = "any") -> dict[str, str]:
"""Build ATS queries dynamically for a given technology and seniority level.
Args:
technology: Technology preset key from TECHNOLOGY_PRESETS.
level: Seniority level key from SENIORITY_LEVELS.
Returns:
Dictionary mapping ATS names to their search queries.
Raises:
ValueError: If technology or level is not a valid preset key.
"""
if technology not in TECHNOLOGY_PRESETS:
raise ValueError(
f"Unknown technology '{technology}'. Valid values: {sorted(TECHNOLOGY_PRESETS)}"
)
if level not in SENIORITY_LEVELS:
raise ValueError(
f"Unknown level '{level}'. Valid values: {sorted(SENIORITY_LEVELS)}"
)
tech_keywords = TECHNOLOGY_PRESETS[technology]
level_keywords = SENIORITY_LEVELS[level]
tech_string = " OR ".join(tech_keywords)
level_string = " OR ".join(level_keywords)
queries: dict[str, str] = {}
for origin, site_prefix in ATS_PLATFORMS.items():
parts = [site_prefix, '"remote"', tech_string]
if origin == "PinpointHQ":
queries[origin] = " ".join(parts)
continue
if level_string:
parts.append(level_string)
if origin != "ICIMS":
parts.append('"LATAM" OR "global"')
queries[origin] = " ".join(parts)
return queries
def query_jobs(
query: str,
origin: str,
api_key: str,
target_min: int = 50,
on_progress: ProgressCallback | None = None,
) -> list[dict[str, str]]:
"""Query job results from Serper across multiple pages.
Args:
query: Search query to execute.
origin: ATS origin for progress reporting.
api_key: Serper API key.
target_min: Target minimum number of results to collect.
on_progress: Optional progress callback.
Returns:
List of normalized job result dictionaries.
"""
rows: list[dict[str, str]] = []
seen_links: set[str] = set()
page = 1
max_pages = 5
logger = logging.getLogger(__name__)
while len(rows) < target_min and page <= max_pages:
try:
data = fetch_page(query, origin, page, api_key)
except Exception as exc:
logger.error("Error fetching page %s: %s", page, exc)
_emit_progress(
on_progress, "error", {"origin": origin, "message": str(exc)}
)
break
organic_results = data.get("organic", [])
_emit_progress(
on_progress,
"page_fetched",
{"origin": origin, "page": page, "results": len(organic_results)},
)
if not organic_results:
logger.info("No more results for %s", origin)
break
for result in organic_results:
title = str(result.get("title", "")).strip()
snippet = str(result.get("snippet", "")).strip()
link = str(result.get("link", "")).strip()
if link and link not in seen_links and is_valid_job_link(link, origin):
seen_links.add(link)
rows.append({"Job Title": title, "Snippet": snippet, "Link": link})
time.sleep(1)
page += 1
return rows
def run_full_scrape(
api_key: str,
technology: str = "php",
level: str = "any",
on_progress: ProgressCallback | None = None,
) -> tuple[list[dict[str, str]], dict[str, int]]:
"""Run the full scrape across all configured ATS sources.
Args:
api_key: Serper API key.
technology: Technology preset key.
level: Seniority level key.
on_progress: Optional progress callback.
Returns:
Tuple with list of all rows and per-origin counts.
"""
queries = build_ats_queries(technology=technology, level=level)
all_rows: list[dict[str, str]] = []
stats: dict[str, int] = {}
total = len(queries)
for index, (origin, query) in enumerate(queries.items()):
_emit_progress(
on_progress,
"ats_start",
{"origin": origin, "index": index, "total": total},
)
rows = query_jobs(
query=query,
origin=origin,
api_key=api_key,
target_min=50,
on_progress=on_progress,
)
all_rows.extend(rows)
stats[origin] = len(rows)
_emit_progress(
on_progress,
"ats_complete",
{"origin": origin, "count": len(rows), "index": index, "total": total},
)
time.sleep(2)
return all_rows, stats
def save_results_to_csv(
results: Iterable[dict[str, str]],
output_dir: str | Path,
technology: str = "php",
level: str = "any",
) -> Path:
"""Save job results to a date-stamped CSV file.
Args:
results: Iterable of job result dictionaries.
output_dir: Directory to save the CSV file in.
technology: Technology preset key.
level: Seniority level key.
Returns:
Path to the created CSV file.
"""
output_path = Path(output_dir)
output_path.mkdir(parents=True, exist_ok=True)
date_stamp = datetime.now().strftime("%Y-%m-%d")
filename = f"jobs_{technology}_{level}_{date_stamp}.csv"
file_path = output_path / filename
fieldnames = ["Job Title", "Snippet", "Link"]
with file_path.open("w", newline="", encoding="utf-8") as csvfile:
writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
writer.writeheader()
for row in results:
writer.writerow(row)
return file_path