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6 Commits

Author SHA1 Message Date
zacharyhampton
8eb138ee1a Version bump to 0.8.11
🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-17 22:42:01 -07:00
Zachary Hampton
ef6db606fd Version bump to 0.8.10
🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-16 18:32:33 -08:00
zacharyhampton
9406c92a66 Version bump to 0.8.9
🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-14 17:55:33 -08:00
zacharyhampton
fefacdd264 Version bump to 0.8.8
🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-14 17:32:06 -08:00
Zachary Hampton
3579c10196 Merge pull request #147 from ZacharyHampton/feature/ios-mobile-headers
Improve API stability and reliability
2025-12-05 19:30:25 -08:00
Zachary Hampton
f5784e0191 Update to iOS mobile app headers for improved API stability
- Replace browser-based headers with iOS mobile app headers
- Update GraphQL query names to match iOS app conventions (1:1 alignment)
- Add _graphql_post() wrapper to centralize GraphQL calls with dynamic operation names
- Simplify session management by removing unnecessary thread-local complexity
- Add test_parallel_search_consistency test to verify concurrent request stability
- Bump version from 0.8.6b to 0.8.7

Changes fix API flakiness under concurrent load - parallel consistency test now passes 100% (5/5 runs).

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-12-05 19:27:47 -08:00
5 changed files with 561 additions and 102 deletions

View File

@@ -73,35 +73,29 @@ class Scraper:
if not self.session: if not self.session:
Scraper.session = requests.Session() Scraper.session = requests.Session()
retries = Retry( retries = Retry(
total=3, backoff_factor=4, status_forcelist=[429, 403], allowed_methods=frozenset(["GET", "POST"]) total=3, backoff_factor=4, status_forcelist=[429], allowed_methods=frozenset(["GET", "POST"])
) )
adapter = HTTPAdapter(max_retries=retries) adapter = HTTPAdapter(max_retries=retries, pool_connections=10, pool_maxsize=20)
Scraper.session.mount("http://", adapter) Scraper.session.mount("http://", adapter)
Scraper.session.mount("https://", adapter) Scraper.session.mount("https://", adapter)
Scraper.session.headers.update( Scraper.session.headers.update(
{ {
'sec-ch-ua-platform': '"macOS"', 'Content-Type': 'application/json',
'rdc-client-name': 'rdc-search-for-sale-desktop', 'apollographql-client-version': '26.11.1-26.11.1.1106489',
'sec-ch-ua': '"Chromium";v="142", "Google Chrome";v="142", "Not_A Brand";v="99"', 'Accept': '*/*',
'sec-ch-ua-mobile': '?0', 'Accept-Language': 'en-US,en;q=0.9',
'rdc-client-version': '0.1.0', 'rdc-client-version': '26.11.1',
'user-agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/142.0.0.0 Safari/537.36', 'X-APOLLO-OPERATION-TYPE': 'query',
'accept': 'application/json', 'rdc-client-name': 'RDC_NATIVE_MOBILE-iPhone-com.move.Realtor',
'content-type': 'application/json', 'apollographql-client-name': 'com.move.Realtor-apollo-ios',
'origin': 'https://www.realtor.com', 'User-Agent': 'Realtor.com/26.11.1.1106489 CFNetwork/3860.200.71 Darwin/25.1.0',
'sec-fetch-site': 'same-site',
'sec-fetch-mode': 'cors',
'sec-fetch-dest': 'empty',
'referer': 'https://www.realtor.com/',
'accept-language': 'en-US,en;q=0.9',
'priority': 'u=1, i',
} }
) )
if scraper_input.proxy: self.proxy = scraper_input.proxy
proxy_url = scraper_input.proxy if self.proxy:
proxies = {"http": proxy_url, "https": proxy_url} proxies = {"http": self.proxy, "https": self.proxy}
self.session.proxies.update(proxies) self.session.proxies.update(proxies)
self.listing_type = scraper_input.listing_type self.listing_type = scraper_input.listing_type

View File

@@ -8,6 +8,7 @@ This module implements the scraper for realtor.com
from __future__ import annotations from __future__ import annotations
import json import json
import re
from concurrent.futures import ThreadPoolExecutor, as_completed from concurrent.futures import ThreadPoolExecutor, as_completed
from datetime import datetime from datetime import datetime
from json import JSONDecodeError from json import JSONDecodeError
@@ -21,12 +22,13 @@ from tenacity import (
) )
from .. import Scraper from .. import Scraper
from ....exceptions import AuthenticationError
from ..models import ( from ..models import (
Property, Property,
ListingType, ListingType,
ReturnType ReturnType
) )
from .queries import GENERAL_RESULTS_QUERY, SEARCH_HOMES_DATA, HOMES_DATA, HOME_FRAGMENT from .queries import GENERAL_RESULTS_QUERY, SEARCH_HOMES_DATA, HOMES_DATA, HOME_FRAGMENT, SEARCH_RESULTS_FRAGMENT, LISTING_PHOTOS_FRAGMENT, MORPHEUS_SUGGESTIONS_QUERY
from .processors import ( from .processors import (
process_property, process_property,
process_extra_property_details, process_extra_property_details,
@@ -42,40 +44,59 @@ class RealtorScraper(Scraper):
def __init__(self, scraper_input): def __init__(self, scraper_input):
super().__init__(scraper_input) super().__init__(scraper_input)
def handle_location(self): @staticmethod
query = """query Search_suggestions($searchInput: SearchSuggestionsInput!) { def _minify_query(query: str) -> str:
search_suggestions(search_input: $searchInput) { """Minify GraphQL query by collapsing whitespace to single spaces."""
geo_results { # Split on whitespace, filter empty strings, join with single space
type return ' '.join(query.split())
text
geo {
_id
area_type
city
state_code
postal_code
county
centroid { lat lon }
slug_id
geo_id
}
}
}
}"""
def _graphql_post(self, query: str, variables: dict, operation_name: str) -> dict:
"""
Execute a GraphQL query with operation-specific headers.
Args:
query: GraphQL query string (must include operationName matching operation_name param)
variables: Query variables dictionary
operation_name: Name of the GraphQL operation for Apollo headers
Returns:
Response JSON dictionary
"""
# Set operation-specific header (must match query's operationName)
self.session.headers['X-APOLLO-OPERATION-NAME'] = operation_name
payload = {
"operationName": operation_name, # Include in payload
"query": self._minify_query(query),
"variables": variables,
}
response = self.session.post(self.SEARCH_GQL_URL, data=json.dumps(payload, separators=(',', ':')))
if response.status_code == 403:
if not self.proxy:
raise AuthenticationError(
"Received 403 Forbidden from Realtor.com API.",
response=response
)
else:
raise Exception("Received 403 Forbidden, retrying...")
return response.json()
@retry(
retry=retry_if_exception_type(Exception),
wait=wait_exponential(multiplier=1, min=1, max=4),
stop=stop_after_attempt(3),
)
def handle_location(self):
variables = { variables = {
"searchInput": { "searchInput": {
"search_term": self.location "search_term": self.location
} }
} }
payload = { response_json = self._graphql_post(MORPHEUS_SUGGESTIONS_QUERY, variables, "GetMorpheusSuggestions")
"query": query,
"variables": variables,
}
response = self.session.post(self.SEARCH_GQL_URL, json=payload)
response_json = response.json()
if ( if (
response_json is None response_json is None
@@ -86,6 +107,11 @@ class RealtorScraper(Scraper):
or "geo_results" not in response_json["data"]["search_suggestions"] or "geo_results" not in response_json["data"]["search_suggestions"]
or not response_json["data"]["search_suggestions"]["geo_results"] or not response_json["data"]["search_suggestions"]["geo_results"]
): ):
# If we got a 400 error with "Required parameter is missing", raise to trigger retry
if response_json and "errors" in response_json:
error_msgs = [e.get("message", "") for e in response_json.get("errors", [])]
if any("Required parameter is missing" in msg for msg in error_msgs):
raise Exception(f"Transient API error: {error_msgs}")
return None return None
geo_result = response_json["data"]["search_suggestions"]["geo_results"][0] geo_result = response_json["data"]["search_suggestions"]["geo_results"][0]
@@ -109,24 +135,22 @@ class RealtorScraper(Scraper):
return result return result
def get_latest_listing_id(self, property_id: str) -> str | None: def get_latest_listing_id(self, property_id: str) -> str | None:
query = """query Property($property_id: ID!) { query = """
fragment ListingFragment on Listing {
listing_id
primary
}
query GetPropertyListingId($property_id: ID!) {
property(id: $property_id) { property(id: $property_id) {
listings { listings {
listing_id ...ListingFragment
primary
} }
} }
} }
""" """
variables = {"property_id": property_id} variables = {"property_id": property_id}
payload = { response_json = self._graphql_post(query, variables, "GetPropertyListingId")
"query": query,
"variables": variables,
}
response = self.session.post(self.SEARCH_GQL_URL, json=payload)
response_json = response.json()
property_info = response_json["data"]["property"] property_info = response_json["data"]["property"]
if property_info["listings"] is None: if property_info["listings"] is None:
@@ -144,18 +168,19 @@ class RealtorScraper(Scraper):
def handle_home(self, property_id: str) -> list[Property]: def handle_home(self, property_id: str) -> list[Property]:
"""Fetch single home with proper error handling.""" """Fetch single home with proper error handling."""
query = ( query = (
"""query Home($property_id: ID!) { """%s
home(property_id: $property_id) %s query GetHomeDetails($property_id: ID!) {
home(property_id: $property_id) {
...HomeDetailsFragment
}
}""" }"""
% HOMES_DATA % HOME_FRAGMENT
) )
variables = {"property_id": property_id} variables = {"property_id": property_id}
payload = {"query": query, "variables": variables}
try: try:
response = self.session.post(self.SEARCH_GQL_URL, json=payload) data = self._graphql_post(query, variables, "GetHomeDetails")
data = response.json()
# Check for errors or missing data # Check for errors or missing data
if "errors" in data or "data" not in data: if "errors" in data or "data" not in data:
@@ -374,12 +399,12 @@ class RealtorScraper(Scraper):
is_foreclosure = "foreclosure: false" is_foreclosure = "foreclosure: false"
if search_type == "comps": #: comps search, came from an address if search_type == "comps": #: comps search, came from an address
query = """query Property_search( query = """query GetHomeSearch(
$coordinates: [Float]! $coordinates: [Float]!
$radius: String! $radius: String!
$offset: Int!, $offset: Int!,
) { ) {
home_search( homeSearch: home_search(
query: { query: {
%s %s
nearby: { nearby: {
@@ -396,7 +421,9 @@ class RealtorScraper(Scraper):
limit: 200 limit: 200
offset: $offset offset: $offset
) %s ) %s
}""" % ( }
%s
%s""" % (
is_foreclosure, is_foreclosure,
status_param, status_param,
date_param, date_param,
@@ -405,13 +432,15 @@ class RealtorScraper(Scraper):
pending_or_contingent_param, pending_or_contingent_param,
sort_param, sort_param,
GENERAL_RESULTS_QUERY, GENERAL_RESULTS_QUERY,
SEARCH_RESULTS_FRAGMENT,
LISTING_PHOTOS_FRAGMENT,
) )
elif search_type == "area": #: general search, came from a general location elif search_type == "area": #: general search, came from a general location
query = """query Home_search( query = """query GetHomeSearch(
$search_location: SearchLocation, $search_location: SearchLocation,
$offset: Int, $offset: Int,
) { ) {
home_search( homeSearch: home_search(
query: { query: {
%s %s
search_location: $search_location search_location: $search_location
@@ -426,7 +455,9 @@ class RealtorScraper(Scraper):
limit: 200 limit: 200
offset: $offset offset: $offset
) %s ) %s
}""" % ( }
%s
%s""" % (
is_foreclosure, is_foreclosure,
status_param, status_param,
date_param, date_param,
@@ -436,32 +467,30 @@ class RealtorScraper(Scraper):
bucket_param, bucket_param,
sort_param, sort_param,
GENERAL_RESULTS_QUERY, GENERAL_RESULTS_QUERY,
SEARCH_RESULTS_FRAGMENT,
LISTING_PHOTOS_FRAGMENT,
) )
else: #: general search, came from an address else: #: general search, came from an address
query = ( query = (
"""query Property_search( """query GetHomeSearch(
$property_id: [ID]! $property_id: [ID]!
$offset: Int!, $offset: Int!,
) { ) {
home_search( homeSearch: home_search(
query: { query: {
property_id: $property_id property_id: $property_id
} }
limit: 1 limit: 1
offset: $offset offset: $offset
) %s ) %s
}""" }
% GENERAL_RESULTS_QUERY %s
%s"""
% (GENERAL_RESULTS_QUERY, SEARCH_RESULTS_FRAGMENT, LISTING_PHOTOS_FRAGMENT)
) )
payload = { response_json = self._graphql_post(query, variables, "GetHomeSearch")
"query": query, search_key = "homeSearch"
"variables": variables,
}
response = self.session.post(self.SEARCH_GQL_URL, json=payload)
response_json = response.json()
search_key = "home_search" if "home_search" in query else "property_search"
properties: list[Union[Property, dict]] = [] properties: list[Union[Property, dict]] = []
@@ -1081,8 +1110,8 @@ class RealtorScraper(Scraper):
@retry( @retry(
retry=retry_if_exception_type(JSONDecodeError), retry=retry_if_exception_type((JSONDecodeError, Exception)),
wait=wait_exponential(min=4, max=10), wait=wait_exponential(multiplier=1, min=1, max=10),
stop=stop_after_attempt(3), stop=stop_after_attempt(3),
) )
def get_bulk_prop_details(self, property_ids: list[str]) -> dict: def get_bulk_prop_details(self, property_ids: list[str]) -> dict:
@@ -1095,24 +1124,27 @@ class RealtorScraper(Scraper):
property_ids = list(set(property_ids)) property_ids = list(set(property_ids))
# Construct the bulk query
fragments = "\n".join( fragments = "\n".join(
f'home_{property_id}: home(property_id: {property_id}) {{ ...HomeData }}' f'home_{property_id}: home(property_id: {property_id}) {{ ...HomeDetailsFragment }}'
for property_id in property_ids for property_id in property_ids
) )
query = f"""{HOME_FRAGMENT} query = f"""{HOME_FRAGMENT}
query GetHomes {{
{fragments}
}}"""
response = self.session.post(self.SEARCH_GQL_URL, json={"query": query}) query GetHomeDetails {{
data = response.json() {fragments}
}}"""
if "data" not in data: data = self._graphql_post(query, {}, "GetHomeDetails")
if "data" not in data or data["data"] is None:
# If we got a 400 error with "Required parameter is missing", raise to trigger retry
if data and "errors" in data:
error_msgs = [e.get("message", "") for e in data.get("errors", [])]
if any("Required parameter is missing" in msg for msg in error_msgs):
raise Exception(f"Transient API error: {error_msgs}")
return {} return {}
properties = data["data"] properties = data["data"]
return {data.replace('home_', ''): properties[data] for data in properties if properties[data]} return {key.replace('home_', ''): properties[key] for key in properties if properties[key]}

View File

@@ -1,3 +1,193 @@
SEARCH_RESULTS_FRAGMENT = """
fragment SearchFragment on SearchHome {
__typename
pending_date
listing_id
property_id
href
permalink
list_date
status
mls_status
last_sold_price
last_sold_date
last_status_change_date
last_update_date
list_price
list_price_max
list_price_min
price_per_sqft
tags
open_houses {
start_date
end_date
description
time_zone
dst
href
methods
}
details {
category
text
parent_category
}
pet_policy {
cats
dogs
dogs_small
dogs_large
__typename
}
units {
availability {
date
__typename
}
description {
baths_consolidated
baths
beds
sqft
__typename
}
photos(https: true) {
title
href
tags {
label
}
}
list_price
__typename
}
flags {
is_contingent
is_pending
is_new_construction
}
description {
type
sqft
beds
baths_full
baths_half
lot_sqft
year_built
garage
type
name
stories
text
}
source {
id
listing_id
}
hoa {
fee
}
location {
address {
street_direction
street_number
street_name
street_suffix
line
unit
city
state_code
postal_code
coordinate {
lon
lat
}
}
county {
name
fips_code
}
neighborhoods {
name
}
}
tax_record {
cl_id
public_record_id
last_update_date
apn
tax_parcel_id
}
primary_photo(https: true) {
href
}
advertisers {
email
broker {
name
fulfillment_id
}
type
name
fulfillment_id
builder {
name
fulfillment_id
}
phones {
ext
primary
type
number
}
office {
name
email
fulfillment_id
href
phones {
number
type
primary
ext
}
mls_set
}
corporation {
specialties
name
bio
href
fulfillment_id
}
mls_set
nrds_id
state_license
rental_corporation {
fulfillment_id
}
rental_management {
name
href
fulfillment_id
}
}
current_estimates {
__typename
source {
__typename
type
name
}
estimate
estimateHigh: estimate_high
estimateLow: estimate_low
date
isBestHomeValue: isbest_homevalue
}
}
"""
_SEARCH_HOMES_DATA_BASE = """{ _SEARCH_HOMES_DATA_BASE = """{
pending_date pending_date
listing_id listing_id
@@ -181,8 +371,189 @@ _SEARCH_HOMES_DATA_BASE = """{
HOME_FRAGMENT = """ HOME_FRAGMENT = """
fragment HomeData on Home { fragment HomeDetailsFragment on Home {
__typename
pending_date
listing_id
property_id property_id
href
permalink
list_date
status
mls_status
last_sold_price
last_sold_date
last_status_change_date
last_update_date
list_price
list_price_max
list_price_min
price_per_sqft
tags
open_houses {
start_date
end_date
description
time_zone
dst
href
methods
}
details {
category
text
parent_category
}
pet_policy {
cats
dogs
dogs_small
dogs_large
__typename
}
units {
availability {
date
__typename
}
description {
baths_consolidated
baths
beds
sqft
__typename
}
photos(https: true) {
title
href
tags {
label
}
}
list_price
__typename
}
flags {
is_contingent
is_pending
is_new_construction
}
description {
type
sqft
beds
baths_full
baths_half
lot_sqft
year_built
garage
type
name
stories
text
}
source {
id
listing_id
}
hoa {
fee
}
location {
address {
street_direction
street_number
street_name
street_suffix
line
unit
city
state_code
postal_code
coordinate {
lon
lat
}
}
county {
name
fips_code
}
neighborhoods {
name
}
parcel {
parcel_id
}
}
tax_record {
cl_id
public_record_id
last_update_date
apn
tax_parcel_id
}
primary_photo(https: true) {
href
}
photos(https: true) {
title
href
tags {
label
}
}
advertisers {
email
broker {
name
fulfillment_id
}
type
name
fulfillment_id
builder {
name
fulfillment_id
}
phones {
ext
primary
type
number
}
office {
name
email
fulfillment_id
href
phones {
number
type
primary
ext
}
mls_set
}
corporation {
specialties
name
bio
href
fulfillment_id
}
mls_set
nrds_id
state_license
rental_corporation {
fulfillment_id
}
rental_management {
name
href
fulfillment_id
}
}
nearbySchools: nearby_schools(radius: 5.0, limit_per_level: 3) { nearbySchools: nearby_schools(radius: 5.0, limit_per_level: 3) {
__typename schools { district { __typename id name } } __typename schools { district { __typename id name } }
} }
@@ -198,11 +569,6 @@ fragment HomeData on Home {
last_n_days last_n_days
} }
} }
location {
parcel {
parcel_id
}
}
taxHistory: tax_history { __typename tax year assessment { __typename building land total } } taxHistory: tax_history { __typename tax year assessment { __typename building land total } }
property_history { property_history {
date date
@@ -227,6 +593,18 @@ fragment HomeData on Home {
text text
category category
} }
estimates {
__typename
currentValues: current_values {
__typename
source { __typename type name }
estimate
estimateHigh: estimate_high
estimateLow: estimate_low
date
isBestHomeValue: isbest_homevalue
}
}
} }
""" """
@@ -300,8 +678,38 @@ current_estimates {
} }
}""" % _SEARCH_HOMES_DATA_BASE }""" % _SEARCH_HOMES_DATA_BASE
GENERAL_RESULTS_QUERY = """{ # Query body using inline fields (kept for backward compatibility)
GENERAL_RESULTS_QUERY_BODY = """{
count count
total total
results %s results %s
}""" % SEARCH_HOMES_DATA }""" % SEARCH_HOMES_DATA
GENERAL_RESULTS_QUERY = """{
__typename
count
total
results {
__typename
...SearchFragment
...ListingPhotosFragment
}
}"""
LISTING_PHOTOS_FRAGMENT = """
fragment ListingPhotosFragment on SearchHome {
__typename
photos(https: true) {
__typename
title
href
tags {
__typename
label
probability
}
}
}
"""
MORPHEUS_SUGGESTIONS_QUERY = """query GetMorpheusSuggestions($searchInput: SearchSuggestionsInput!) { search_suggestions(search_input: $searchInput) { __typename geo_results { __typename type text geo { __typename _id _score mpr_id area_type city state_code postal_code country lat lon county counties { __typename name fips state_code } slug_id geo_id score name city_slug_id centroid { __typename lat lon } county_needed_for_uniq street line school school_id school_district school_district_id has_catchment university university_id neighborhood park } } no_matches has_results filter_criteria { __typename property_type { __typename type } price { __typename min max pattern } bed { __typename min max pattern } bath { __typename min max pattern } feature_tags { __typename tags } listing_status { __typename new_construction existing_homes foreclosures recently_sold fifty_five_plus open_house hide_new_construction hide_existing_homes hide_foreclosures hide_recently_sold hide_fifty_five_plus hide_open_house virtual_tour three_d_tour contingent hide_contingent pending hide_pending } keyword { __typename keywords } garage { __typename min max pattern } age { __typename min max pattern } stories { __typename min max pattern } lot_size { __typename min max pattern } square_feet { __typename min max pattern } home_size { __typename min max pattern } basement finished_basement pool waterfront fireplace detached_garage expand { __typename radius } hoa { __typename type fee } } message_data { __typename property_type pool waterfront fireplace basement finished_basement detached_garage listing_status { __typename new_construction existing_homes foreclosures recently_sold fifty_five_plus open_house hide_new_construction hide_existing_homes hide_foreclosures hide_recently_sold hide_fifty_five_plus hide_open_house } keywords price { __typename min max pattern } bed { __typename min max pattern } bath { __typename min max pattern } garage { __typename min max pattern } stories { __typename min max pattern } age { __typename min max pattern } lot_size { __typename min max pattern } square_feet { __typename min max pattern } } original_string morpheus_context } }"""

View File

@@ -1,6 +1,6 @@
[tool.poetry] [tool.poetry]
name = "homeharvest" name = "homeharvest"
version = "0.8.6b" version = "0.8.11"
description = "Real estate scraping library" description = "Real estate scraping library"
authors = ["Zachary Hampton <zachary@bunsly.com>", "Cullen Watson <cullen@bunsly.com>"] authors = ["Zachary Hampton <zachary@bunsly.com>", "Cullen Watson <cullen@bunsly.com>"]
homepage = "https://github.com/ZacharyHampton/HomeHarvest" homepage = "https://github.com/ZacharyHampton/HomeHarvest"

View File

@@ -1,4 +1,5 @@
import pytz import pytz
from concurrent.futures import ThreadPoolExecutor, as_completed
from homeharvest import scrape_property, Property from homeharvest import scrape_property, Property
import pandas as pd import pandas as pd
@@ -307,6 +308,30 @@ def test_phone_number_matching():
assert row["agent_phones"].values[0] == matching_row["agent_phones"].values[0] assert row["agent_phones"].values[0] == matching_row["agent_phones"].values[0]
def test_parallel_search_consistency():
"""Test that the same search executed 3 times in parallel returns consistent results"""
def search_task():
return scrape_property(
location="Phoenix, AZ",
listing_type="for_sale",
limit=100
)
with ThreadPoolExecutor(max_workers=3) as executor:
futures = [executor.submit(search_task) for _ in range(3)]
results = [future.result() for future in as_completed(futures)]
# Verify all results are valid
assert all([result is not None for result in results])
assert all([isinstance(result, pd.DataFrame) for result in results])
assert all([len(result) > 0 for result in results])
# Verify all results have the same length (primary consistency check)
lengths = [len(result) for result in results]
assert len(set(lengths)) == 1, \
f"All parallel searches should return same number of results, got lengths: {lengths}"
def test_return_type(): def test_return_type():
results = { results = {
"pandas": [scrape_property(location="Surprise, AZ", listing_type="for_rent", limit=100)], "pandas": [scrape_property(location="Surprise, AZ", listing_type="for_rent", limit=100)],