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Due to the various protections (Recaptcha, dynamic content, IP checks, etc.), scraping Google Maps in pure python is challenging even if you have experience in the field. Fortunately, there are many tools that you can employ to scraper the reviews in python or any other programming language.
In this article, you will see the two most common tools for scraping Google Maps: browser emulation and Outscraper API. This tutorial should be sufficient to extract data for individuals and big data teams.
Scrape Google Places in Pyhton
You can try scraping Google with pure python, but within 10 requests, you will see that your software is blocked. This happens because Google validates sessions and expects JavaScript to make some API calls in the background. Therefore, using browser emulation is required to prevent Google Maps from blocking our crawler. Additionally, you can use proxies.
To get started with building the google maps scraper with browser emulation, please follow the steps described in this tutorial How to Scrape Google Maps With Python and Selenium.
Scrape Google Places in Python Within 6 Minutes
Developing Google Maps scraper and maintaining it might require a great amount of time and effort. Therefore, many engineering teams find it beneficial to focus on their main field and use the Outscraper Platform as a reliable source of data for their apps.
Scrape Google Maps By Using SDK
1. You will need python3+ and this python package. Install the package by running the following command.
pip install google-services-api
2. Get your API key from the profile page.
3. Import the package and initialize it with the key. Specify queries to run the search like this “Restaurants near Los Angeles, USA.” Use countries and cities inside each query.
from outscraper import ApiClient
api_cliet = ApiClient(api_key='KEY_FROM_OUTSCRAPER')
response = api_cliet.google_maps_search(
'Restaurants near Los Angeles, USA',
language='en',
region='es',
limit=100
)
4. Wait a few seconds till the data is fetched.
[
{
"name": "Sushi Gen",
"full_address": "422 E 2nd St, Los Angeles, CA 90012",
"borough": "Little Tokyo",
"street": "422 E 2nd St",
"city": "Los Angeles",
"postal_code": "90012",
"country_code": "US",
"country": "United States of America",
"us_state": "California",
"state": "California",
"plus_code": null,
"latitude": 34.0466917,
"longitude": -118.2385444,
"time_zone": "America/Los_Angeles",
"site": "http://www.sushigen-dtla.com/",
"phone": "+1 213-617-0552",
"type": "Sushi restaurant",
"subtypes": "Sushi restaurant, Japanese restaurant",
"posts": null,
"rating": 4.6,
"reviews": 1244,
"reviews_data": null,
"photos_count": 1261,
"google_id": "0x80c2c63850150b9d:0x96cdcf9a38a24170",
"place_id": "ChIJnQsVUDjGwoARcEGiOJrPzZY",
"reviews_link": "https://search.google.com/local/reviews?placeid=ChIJnQsVUDjGwoARcEGiOJrPzZY&q=Restaurants+near+Los+Angeles,+USA&authuser=0&hl=en&gl=US",
"reviews_id": "-7580174336512605840",
"photo": "https://lh5.googleusercontent.com/p/AF1QipMtt0bMtJTF1bDTZ2tbXuWXtZTNWmvjJUu3ejKy",
"working_hours_old_format": "Monday: Closed | Tuesday: 11AM\u20132PM,5\u20137:30PM | Wednesday: 11AM\u20132PM,5\u20137:30PM | Thursday: 11AM\u20132PM,5\u20137:30PM | Friday: 11AM\u20132PM,5\u20138PM | Saturday: 4\u20138PM | Sunday: Closed",
"working_hours": {
"Monday": "Closed",
"Tuesday": "11AM\u20132PM,5\u20137:30PM",
"Wednesday": "11AM\u20132PM,5\u20137:30PM",
"Thursday": "11AM\u20132PM,5\u20137:30PM",
"Friday": "11AM\u20132PM,5\u20138PM",
"Saturday": "4\u20138PM",
"Sunday": "Closed"
},
"business_status": "OPERATIONAL",
"about": {
"Service options": {
"Takeout": true,
"Delivery": false
},
"Health & safety": {
"Mask required": true
},
"Highlights": {
"Great tea selection": true
},
"Popular for": {
"Lunch": true,
"Dinner": true,
"Solo dining": true
},
"Accessibility": {
"Wheelchair accessible entrance": true
},
"Offerings": {
"Healthy options": true,
"Small plates": true
},
"Dining options": {
"Dessert": true
},
"Amenities": {
"High chairs": true
},
"Atmosphere": {
"Casual": true,
"Cozy": true
},
"Crowd": {
"Groups": true,
"Tourists": true
},
"Planning": {
"Dinner reservations recommended": true,
"Accepts reservations": true,
"Usually a wait": true
}
},
"range": "$$$",
"reviews_per_score": {
"1": 25,
"2": 14,
"3": 52,
"4": 291,
"5": 862
},
"reserving_table_link": null,
"booking_appointment_link": null,
"owner_id": "100930306416993024046",
"verified": true,
"owner_title": "Sushi Gen",
"owner_link": "https://www.google.com/maps/contrib/100930306416993024046",
"location_link": "https://www.google.com/maps/place/Sushi+Gen/@34.0466917,-118.2385444,14z/data=!4m8!1m2!2m1!1sSushi+Gen!3m4!1s0x80c2c63850150b9d:0x96cdcf9a38a24170!8m2!3d34.0466917!4d-118.2385444"
},
{
"name": "Water Grill",
"full_address": "544 S Grand Ave, Los Angeles, CA 90071",
"borough": "Financial District",
"street": "544 S Grand Ave",
"city": "Los Angeles",
"postal_code": "90071",
"country_code": "US",
"country": "United States of America",
"us_state": "California",
"state": "California",
"plus_code": null,
"latitude": 34.0490403,
"longitude": -118.25470659999999,
"time_zone": "America/Los_Angeles",
"site": "https://www.watergrill.com/la",
"phone": "+1 213-891-0900",
"type": "Seafood restaurant",
"subtypes": "Seafood restaurant",
"posts": null,
"rating": 4.4,
"reviews": 1387,
"reviews_data": null,
"photos_count": 1429,
"google_id": "0x80c2c7b4901ce7c7:0x2ad996c9a82b097c",
"place_id": "ChIJx-cckLTHwoARfAkrqMmW2So",
"reviews_link": "https://search.google.com/local/reviews?placeid=ChIJx-cckLTHwoARfAkrqMmW2So&q=Restaurants+near+Los+Angeles,+USA&authuser=0&hl=en&gl=US",
"reviews_id": "3087664812393171324",
"photo": "https://lh5.googleusercontent.com/p/AF1QipPX7-DP07mvQQSxDjDjuOVYj9HlQ2bvNJ_EEZYW",
"working_hours_old_format": "Monday: 11:30AM\u20139PM | Tuesday: 11:30AM\u20139PM | Wednesday: 11:30AM\u20139PM | Thursday: 11:30AM\u20139PM | Friday: 11:30AM\u201310PM | Saturday: 4\u201310PM | Sunday: 4\u20139PM",
"working_hours": {
"Monday": "11:30AM\u20139PM",
"Tuesday": "11:30AM\u20139PM",
"Wednesday": "11:30AM\u20139PM",
"Thursday": "11:30AM\u20139PM",
"Friday": "11:30AM\u201310PM",
"Saturday": "4\u201310PM",
"Sunday": "4\u20139PM"
},
"business_status": "OPERATIONAL",
"about": {
"Service options": {
"Takeout": true,
"Dine-in": true,
"Delivery": false
},
"Health & safety": {
"Mask required": true,
"Staff wear masks": true,
"Staff get temperature checks": true,
"Staff required to disinfect surfaces between visits": true
},
"Highlights": {
"Great dessert": true
},
"Popular for": {
"Lunch": true,
"Dinner": true,
"Solo dining": true
},
"Accessibility": {
"Wheelchair accessible entrance": true,
"Wheelchair accessible seating": true
},
"Offerings": {
"Alcohol": true,
"Beer": true,
"Cocktails": true,
"Coffee": true,
"Hard liquor": true,
"Healthy options": true,
"Late-night food": true,
"Small plates": true,
"Vegetarian options": true,
"Wine": true
},
"Dining options": {
"Lunch": true,
"Dinner": true,
"Dessert": true,
"Seating": true
},
"Amenities": {
"Bar onsite": true,
"High chairs": true,
"Restroom": true,
"Wi-Fi": true
},
"Atmosphere": {
"Cozy": true,
"Romantic": true,
"Upscale": true
},
"Crowd": {
"Family-friendly": true,
"Groups": true,
"Tourists": true
},
"Planning": {
"Lunch reservations recommended": true,
"Dinner reservations recommended": true,
"Accepts reservations": true
}
},
"range": "$$$",
"reviews_per_score": {
"1": 27,
"2": 32,
"3": 97,
"4": 408,
"5": 823
},
"reserving_table_link": "https://www.watergrill.com/la#RESERVATIONS",
"booking_appointment_link": "https://www.watergrill.com/la#RESERVATIONS",
"owner_id": "116715188720123884576",
"verified": true,
"owner_title": "Water Grill",
"owner_link": "https://www.google.com/maps/contrib/116715188720123884576",
"location_link": "https://www.google.com/maps/place/Water+Grill/@34.0490403,-118.25470659999999,14z/data=!4m8!1m2!2m1!1sWater+Grill!3m4!1s0x80c2c7b4901ce7c7:0x2ad996c9a82b097c!8m2!3d34.0490403!4d-118.25470659999999"
},
...
]
Python package ► https://pypi.org/project/google-services-api
Google Maps Places API ► https://outscraper.com/google-maps-api
Video Tutorial
Câu hỏi thường gặp
Các câu hỏi và câu trả lời thường gặp nhất
Due to the various protections (Recaptcha, dynamic content, IP checks, etc.) scraping of Google Maps in pure python is a challenging task. For this reason, services that offer solutions such as Outscraper can be used.
SDK Python that allows using Outscraper’s services and Outscraper’s API. So you can scrape Google Maps data in Python.
All locations in Google Maps can be scraped with the Outscraper Google Places API. All data belonging to this location are listed and can be exported.
With the Outscraper Google Maps Reviews API, review scraping can be done with Python and other coding languages.
Scraping is done in 5 steps:
1. You will need Python 3+ and the Python package. Install the package.
2. Get your API key from the Outscraper profile page.
3. Import the package and initialize it with the key.
4. Specify the location by providing a link, place Id, or name.
5. Wait a few seconds till the reviews will be fetched.
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