{"id":3702,"date":"2020-08-15T09:09:41","date_gmt":"2020-08-15T06:09:41","guid":{"rendered":"https:\/\/outscraper.com\/?p=3702"},"modified":"2026-02-16T05:05:07","modified_gmt":"2026-02-16T03:05:07","slug":"scrape-google-maps-in-python","status":"publish","type":"post","link":"https:\/\/outscraper.com\/ru\/scrape-google-maps-in-python\/","title":{"rendered":"\u041a\u0430\u043a \u0441\u043e\u0441\u043a\u0440\u0435\u0441\u0442\u0438 \u043c\u0435\u0441\u0442\u0430 \u043d\u0430 Google Maps \u0432 Python?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3702\" class=\"elementor elementor-3702\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-48875c1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"48875c1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4547d19\" data-id=\"4547d19\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bc21a9d elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"bc21a9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;,&quot;h6&quot;],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__bc21a9d\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__bc21a9d\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__bc21a9d\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd4d886 elementor-widget elementor-widget-spacer\" data-id=\"bd4d886\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a127317 elementor-widget elementor-widget-text-editor\" data-id=\"a127317\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>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.<\/p><p>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.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e682efc elementor-widget elementor-widget-spacer\" data-id=\"e682efc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b797379 elementor-widget elementor-widget-heading\" data-id=\"b797379\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scrape Google Places in Pyhton<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4247b3 elementor-widget elementor-widget-text-editor\" data-id=\"e4247b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>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.<\/p><p>To get started with building the google maps scraper with browser emulation, please follow the steps described in this tutorial<span style=\"font-size: inherit;\">&nbsp;<\/span><a target=\"_blank\" href=\"https:\/\/outscraper.com\/how-to-scrape-google-maps-with-python-and-selenium\/\" rel=\"noopener\" style=\"font-size: inherit; background-color: rgb(255, 255, 255);\">How to Scrape Google Maps With Python and Selenium<\/a><span style=\"font-size: inherit;\">.<\/span><br><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98e5fa6 elementor-widget elementor-widget-spacer\" data-id=\"98e5fa6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edde6ac elementor-widget elementor-widget-heading\" data-id=\"edde6ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scrape Google Places in Python Within 6 Minutes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f68d56 elementor-widget elementor-widget-text-editor\" data-id=\"1f68d56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>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.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17f166e elementor-widget elementor-widget-spacer\" data-id=\"17f166e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01beb25 elementor-widget elementor-widget-heading\" data-id=\"01beb25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scrape Google Maps By Using SDK<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ead655 elementor-widget elementor-widget-text-editor\" data-id=\"3ead655\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #0e101a; background: transparent; margin-top: 0pt; margin-bottom: 0pt;\" data-preserver-spaces=\"true\">1. You will need python3+ and\u00a0<\/span><a style=\"background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; margin-top: 0pt; margin-bottom: 0pt; color: #4a6ee0;\" target=\"_blank\" href=\"https:\/\/pypi.org\/project\/google-services-api\/\" class=\"editor-rtfLink\" rel=\"noopener\">this python package<\/a><span style=\"color: #0e101a; background: transparent; margin-top: 0pt; margin-bottom: 0pt;\" data-preserver-spaces=\"true\">. Install the package by running the following command.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbe143e elementor-widget elementor-widget-spacer\" data-id=\"dbe143e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d998cce elementor-widget elementor-widget-code-highlight\" data-id=\"d998cce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-tomorrow copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash \">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>pip install google-services-api<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5ff3fc elementor-widget elementor-widget-spacer\" data-id=\"b5ff3fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40d614b elementor-widget elementor-widget-text-editor\" data-id=\"40d614b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>2. Get your API key from\u00a0<\/span><a href=\"https:\/\/app.outscraper.com\/profile\" target=\"_blank\" rel=\"noreferrer noopener\">the profile page<\/a><span>.<\/span><br \/><span>3. Import the package and initialize it with the key. Specify queries to run the search like this &#8220;<\/span><a href=\"https:\/\/www.google.com\/maps\/search\/Restaurants+near+Los+Angeles,+USA\/\" target=\"_blank\" rel=\"noreferrer noopener\">Restaurants near Los Angeles, USA<\/a>.&#8221;<span>\u00a0Use countries and cities inside each query.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d74dcd6 elementor-widget elementor-widget-spacer\" data-id=\"d74dcd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-575f6fd elementor-widget elementor-widget-code-highlight\" data-id=\"575f6fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-tomorrow copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python \">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>from outscraper import ApiClient\n\n\napi_cliet = ApiClient(api_key='KEY_FROM_OUTSCRAPER')\nresponse = api_cliet.google_maps_search(\n    'Restaurants near Los Angeles, USA',\n    language='en',\n    region='es',\n    limit=100\n)<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-733908a elementor-widget elementor-widget-spacer\" data-id=\"733908a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ead4810 elementor-widget elementor-widget-text-editor\" data-id=\"ead4810\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-efad625 elementor-widget elementor-widget-html\" data-id=\"efad625\" data-element_type=\"widget\" data-widget_type=\"html.default\"><div class=\"elementor-widget-container\"><p>4. Wait a few seconds till the data is fetched.<\/p><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e349a2c elementor-widget elementor-widget-spacer\" data-id=\"e349a2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c25e71 elementor-widget elementor-widget-code-highlight\" data-id=\"1c25e71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-tomorrow copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-json \">\n\t\t\t\t<code readonly=\"true\" class=\"language-json\">\n\t\t\t\t\t<xmp>[\n    {\n        \"name\": \"Sushi Gen\",\n        \"full_address\": \"422 E 2nd St, Los Angeles, CA 90012\",\n        \"borough\": \"Little Tokyo\",\n        \"street\": \"422 E 2nd St\",\n        \"city\": \"Los Angeles\",\n        \"postal_code\": \"90012\",\n        \"country_code\": \"US\",\n        \"country\": \"United States of America\",\n        \"us_state\": \"California\",\n        \"state\": \"California\",\n        \"plus_code\": null,\n        \"latitude\": 34.0466917,\n        \"longitude\": -118.2385444,\n        \"time_zone\": \"America\/Los_Angeles\",\n        \"site\": \"http:\/\/www.sushigen-dtla.com\/\",\n        \"phone\": \"+1 213-617-0552\",\n        \"type\": \"Sushi restaurant\",\n        \"subtypes\": \"Sushi restaurant, Japanese restaurant\",\n        \"posts\": null,\n        \"rating\": 4.6,\n        \"reviews\": 1244,\n        \"reviews_data\": null,\n        \"photos_count\": 1261,\n        \"google_id\": \"0x80c2c63850150b9d:0x96cdcf9a38a24170\",\n        \"place_id\": \"ChIJnQsVUDjGwoARcEGiOJrPzZY\",\n        \"reviews_link\": \"https:\/\/search.google.com\/local\/reviews?placeid=ChIJnQsVUDjGwoARcEGiOJrPzZY&q=Restaurants+near+Los+Angeles,+USA&authuser=0&hl=en&gl=US\",\n        \"reviews_id\": \"-7580174336512605840\",\n        \"photo\": \"https:\/\/lh5.googleusercontent.com\/p\/AF1QipMtt0bMtJTF1bDTZ2tbXuWXtZTNWmvjJUu3ejKy\",\n        \"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\",\n        \"working_hours\": {\n            \"Monday\": \"Closed\",\n            \"Tuesday\": \"11AM\\u20132PM,5\\u20137:30PM\",\n            \"Wednesday\": \"11AM\\u20132PM,5\\u20137:30PM\",\n            \"Thursday\": \"11AM\\u20132PM,5\\u20137:30PM\",\n            \"Friday\": \"11AM\\u20132PM,5\\u20138PM\",\n            \"Saturday\": \"4\\u20138PM\",\n            \"Sunday\": \"Closed\"\n        },\n        \"business_status\": \"OPERATIONAL\",\n        \"about\": {\n            \"Service options\": {\n                \"Takeout\": true,\n                \"Delivery\": false\n            },\n            \"Health & safety\": {\n                \"Mask required\": true\n            },\n            \"Highlights\": {\n                \"Great tea selection\": true\n            },\n            \"Popular for\": {\n                \"Lunch\": true,\n                \"Dinner\": true,\n                \"Solo dining\": true\n            },\n            \"Accessibility\": {\n                \"Wheelchair accessible entrance\": true\n            },\n            \"Offerings\": {\n                \"Healthy options\": true,\n                \"Small plates\": true\n            },\n            \"Dining options\": {\n                \"Dessert\": true\n            },\n            \"Amenities\": {\n                \"High chairs\": true\n            },\n            \"Atmosphere\": {\n                \"Casual\": true,\n                \"Cozy\": true\n            },\n            \"Crowd\": {\n                \"Groups\": true,\n                \"Tourists\": true\n            },\n            \"Planning\": {\n                \"Dinner reservations recommended\": true,\n                \"Accepts reservations\": true,\n                \"Usually a wait\": true\n            }\n        },\n        \"range\": \"$$$\",\n        \"reviews_per_score\": {\n            \"1\": 25,\n            \"2\": 14,\n            \"3\": 52,\n            \"4\": 291,\n            \"5\": 862\n        },\n        \"reserving_table_link\": null,\n        \"booking_appointment_link\": null,\n        \"owner_id\": \"100930306416993024046\",\n        \"verified\": true,\n        \"owner_title\": \"Sushi Gen\",\n        \"owner_link\": \"https:\/\/www.google.com\/maps\/contrib\/100930306416993024046\",\n        \"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\"\n    },\n    {\n        \"name\": \"Water Grill\",\n        \"full_address\": \"544 S Grand Ave, Los Angeles, CA 90071\",\n        \"borough\": \"Financial District\",\n        \"street\": \"544 S Grand Ave\",\n        \"city\": \"Los Angeles\",\n        \"postal_code\": \"90071\",\n        \"country_code\": \"US\",\n        \"country\": \"United States of America\",\n        \"us_state\": \"California\",\n        \"state\": \"California\",\n        \"plus_code\": null,\n        \"latitude\": 34.0490403,\n        \"longitude\": -118.25470659999999,\n        \"time_zone\": \"America\/Los_Angeles\",\n        \"site\": \"https:\/\/www.watergrill.com\/la\",\n        \"phone\": \"+1 213-891-0900\",\n        \"type\": \"Seafood restaurant\",\n        \"subtypes\": \"Seafood restaurant\",\n        \"posts\": null,\n        \"rating\": 4.4,\n        \"reviews\": 1387,\n        \"reviews_data\": null,\n        \"photos_count\": 1429,\n        \"google_id\": \"0x80c2c7b4901ce7c7:0x2ad996c9a82b097c\",\n        \"place_id\": \"ChIJx-cckLTHwoARfAkrqMmW2So\",\n        \"reviews_link\": \"https:\/\/search.google.com\/local\/reviews?placeid=ChIJx-cckLTHwoARfAkrqMmW2So&q=Restaurants+near+Los+Angeles,+USA&authuser=0&hl=en&gl=US\",\n        \"reviews_id\": \"3087664812393171324\",\n        \"photo\": \"https:\/\/lh5.googleusercontent.com\/p\/AF1QipPX7-DP07mvQQSxDjDjuOVYj9HlQ2bvNJ_EEZYW\",\n        \"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\",\n        \"working_hours\": {\n            \"Monday\": \"11:30AM\\u20139PM\",\n            \"Tuesday\": \"11:30AM\\u20139PM\",\n            \"Wednesday\": \"11:30AM\\u20139PM\",\n            \"Thursday\": \"11:30AM\\u20139PM\",\n            \"Friday\": \"11:30AM\\u201310PM\",\n            \"Saturday\": \"4\\u201310PM\",\n            \"Sunday\": \"4\\u20139PM\"\n        },\n        \"business_status\": \"OPERATIONAL\",\n        \"about\": {\n            \"Service options\": {\n                \"Takeout\": true,\n                \"Dine-in\": true,\n                \"Delivery\": false\n            },\n            \"Health & safety\": {\n                \"Mask required\": true,\n                \"Staff wear masks\": true,\n                \"Staff get temperature checks\": true,\n                \"Staff required to disinfect surfaces between visits\": true\n            },\n            \"Highlights\": {\n                \"Great dessert\": true\n            },\n            \"Popular for\": {\n                \"Lunch\": true,\n                \"Dinner\": true,\n                \"Solo dining\": true\n            },\n            \"Accessibility\": {\n                \"Wheelchair accessible entrance\": true,\n                \"Wheelchair accessible seating\": true\n            },\n            \"Offerings\": {\n                \"Alcohol\": true,\n                \"Beer\": true,\n                \"Cocktails\": true,\n                \"Coffee\": true,\n                \"Hard liquor\": true,\n                \"Healthy options\": true,\n                \"Late-night food\": true,\n                \"Small plates\": true,\n                \"Vegetarian options\": true,\n                \"Wine\": true\n            },\n            \"Dining options\": {\n                \"Lunch\": true,\n                \"Dinner\": true,\n                \"Dessert\": true,\n                \"Seating\": true\n            },\n            \"Amenities\": {\n                \"Bar onsite\": true,\n                \"High chairs\": true,\n                \"Restroom\": true,\n                \"Wi-Fi\": true\n            },\n            \"Atmosphere\": {\n                \"Cozy\": true,\n                \"Romantic\": true,\n                \"Upscale\": true\n            },\n            \"Crowd\": {\n                \"Family-friendly\": true,\n                \"Groups\": true,\n                \"Tourists\": true\n            },\n            \"Planning\": {\n                \"Lunch reservations recommended\": true,\n                \"Dinner reservations recommended\": true,\n                \"Accepts reservations\": true\n            }\n        },\n        \"range\": \"$$$\",\n        \"reviews_per_score\": {\n            \"1\": 27,\n            \"2\": 32,\n            \"3\": 97,\n            \"4\": 408,\n            \"5\": 823\n        },\n        \"reserving_table_link\": \"https:\/\/www.watergrill.com\/la#RESERVATIONS\",\n        \"booking_appointment_link\": \"https:\/\/www.watergrill.com\/la#RESERVATIONS\",\n        \"owner_id\": \"116715188720123884576\",\n        \"verified\": true,\n        \"owner_title\": \"Water Grill\",\n        \"owner_link\": \"https:\/\/www.google.com\/maps\/contrib\/116715188720123884576\",\n        \"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\"\n    },\n    ...\n]\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa515a9 elementor-widget elementor-widget-spacer\" data-id=\"fa515a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c20af6 elementor-widget elementor-widget-text-editor\" data-id=\"9c20af6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Python package \u25ba\u00a0<\/span><a href=\"https:\/\/pypi.org\/project\/google-services-api\/\">https:\/\/pypi.org\/project\/google-services-api<\/a><span><\/span><br \/><span>Google Maps Places API \u25ba\u00a0<\/span><a href=\"https:\/\/outscraper.com\/google-maps-api\/\">https:\/\/outscraper.com\/google-maps-api<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dc3fcd elementor-widget elementor-widget-spacer\" data-id=\"6dc3fcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1e66d7 elementor-widget elementor-widget-heading\" data-id=\"b1e66d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Video Tutorial<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62f7769 elementor-widget elementor-widget-video\" data-id=\"62f7769\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=mfcMMYm0RX0&quot;,&quot;lazy_load&quot;:&quot;yes&quot;,&quot;yt_privacy&quot;:&quot;yes&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-75c10eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75c10eb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5d0ea6b\" data-id=\"5d0ea6b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8ab7214 elementor-widget elementor-widget-spacer\" data-id=\"8ab7214\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a526aae elementor-widget elementor-widget-template\" data-id=\"a526aae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"13580\" class=\"elementor elementor-13580\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6b414f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b414f7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-28114d07\" data-id=\"28114d07\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-209f7ca8 elementor-widget elementor-widget-html\" data-id=\"209f7ca8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 align=\"center\">FAQ<\/h2>\n<p align=\"center\" style=\"font-size:20px\">Most frequent questions and answers<p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4066c2d elementor-widget elementor-widget-toggle\" data-id=\"4066c2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6751\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-6751\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How do I scrape data from Google Maps in Python?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6751\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-6751\"><p><span>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.<\/span><\/p><p><span><a href=\"https:\/\/pypi.org\/project\/google-services-api\/\" target=\"_blank\" rel=\"noopener\">Python SDK<\/a> that allows using\u00a0<\/span><a href=\"https:\/\/outscraper.com\/services\/\" rel=\"nofollow\">Outscraper\u2019s services<\/a><span>\u00a0and\u00a0<\/span><a href=\"https:\/\/app.outscraper.com\/api-docs\" rel=\"nofollow\">Outscraper\u2019s API<\/a><span>. So you can scrape Google Maps data in Python.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6752\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-6752\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How do I scrape locations on Google Maps?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6752\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-6752\"><p>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.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6753\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-6753\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How do I scrape Google Maps reviews in Python?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-6753\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-6753\"><p>With the Outscraper Google Maps Reviews API, review scraping can be done with Python and other coding languages.\u00a0<\/p><p>Scraping is done in 5 steps:<br \/>1. You will need Python 3+ and the Python package. Install the package.<br \/>2. Get your API key from the Outscraper profile page.<br \/>3. Import the package and initialize it with the key.<br \/>4. Specify the location by providing a link, place Id, or name.<br \/>5. Wait a few seconds till the reviews will be fetched.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"How do I scrape data from Google Maps in Python?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p><span>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.<\\\/span><\\\/p><p><span><a href=\\\"https:\\\/\\\/pypi.org\\\/project\\\/google-services-api\\\/\\\" target=\\\"_blank\\\" rel=\\\"noopener\\\">Python SDK<\\\/a> that allows using\\u00a0<\\\/span><a href=\\\"https:\\\/\\\/outscraper.com\\\/services\\\/\\\" rel=\\\"nofollow\\\">Outscraper\\u2019s services<\\\/a><span>\\u00a0and\\u00a0<\\\/span><a href=\\\"https:\\\/\\\/app.outscraper.com\\\/api-docs\\\" rel=\\\"nofollow\\\">Outscraper\\u2019s API<\\\/a><span>. So you can scrape Google Maps data in Python.<\\\/span><\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"How do I scrape locations on Google Maps?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>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.<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"How do I scrape Google Maps reviews in Python?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>With the Outscraper Google Maps Reviews API, review scraping can be done with Python and other coding languages.\\u00a0<\\\/p><p>Scraping is done in 5 steps:<br \\\/>1. You will need Python 3+ and the Python package. Install the package.<br \\\/>2. Get your API key from the Outscraper profile page.<br \\\/>3. Import the package and initialize it with the key.<br \\\/>4. Specify the location by providing a link, place Id, or name.<br \\\/>5. Wait a few seconds till the reviews will be fetched.<\\\/p>\"}}]}<\/script>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-20066d2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"20066d2\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d0e541c\" data-id=\"d0e541c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ccfea5a elementor-widget elementor-widget-spacer\" data-id=\"ccfea5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Table of Contents 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. 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