Sentiment analysis
Turn opinions into data. Supply your sentiment analysis projects with real-time web data no matter whether it’s tweets, comments, product reviews, or news articles.
Power up your sentiment analysis with data from the web
A combination of natural language processing, machine learning, and computational linguistics, sentiment analysis is used to define the overarching tone of any piece of text, expanding to tone metrics such as intensity, polarity, and key topics. Apply Apify’s tools and expertise to harvest web data at scale and apply sentiment analysis across industries and use cases.
Customer feedback analysis via reviews
Use real-time product reviews data to track customer sentiment toward your offering and monitor brand reputation. Identify any negative feedback and address it with swift damage control or improvements to your product. Applicable to analyzing competition as well.
Facebook Reviews Scraper
apify/facebook-reviews-scraper
Extract data from hundreds of Facebook reviews from one or multiple Facebook pages. Get review text, timestamp, review URL, likes and comments count and basic reviewer info. Download the data in JSON, CSV, Excel and use it in apps, spreadsheets, and reports.
Apify
685
19
Amazon Reviews Scraper
junglee/amazon-reviews-scraper
Amazon scraper to extract reviews from Amazon products. Scrape and download detailed reviews without using the Amazon API, including rating score, review description, reactions and images. Download your data as HTML table, JSON, CSV, Excel, XML.
Junglee
3.2k
53
Google Maps Reviews Scraper
compass/Google-Maps-Reviews-Scraper
Extract all reviews of Google Maps places using place URLs. Get review text, published date, response from owner, review URL, and reviewer's details. Download scraped data, run the scraper via API, schedule and monitor runs or integrate with other tools.
Compass
4.3k
78
Booking Reviews Scraper
voyager/booking-reviews-scraper
Scraper to get reviews from hotels, apartments and other accommodations listed on the Booking.com portal. Extract data using hotel URLs for review text, ratings, stars, basic reviewer info, length of stay, liked/disliked parts, room info, date of stay and more. Download in JSON, HTML, Excel, CSV.
Voyager
837
20
Restaurant Review Aggregator
tri_angle/restaurant-review-aggregator
Add restaurant names and get reviews from Yelp, Google Maps, Doordash, UberEats, Tripadvisor, and Facebook. Extract review text, place address, rating, date, reviewer's name. Export reviews in JSON, CSV, HTML, use API, schedule and monitor runs or integrate reviews data with other tools.
Tri⟁angle
92
8
Brand monitoring on socials
Take an informed look at customer engagement and identify growth potential with user-generated data from popular social media sites like TikTok, Twitter, YouTube, Facebook, and Instagram. Extract mentions, count followers, analyze hashtags, and scrape comments at scale.
Facebook Comments Scraper
apify/facebook-comments-scraper
Extract data from hundreds of Facebook comments from one or multiple Facebook posts. Get comment text, timestamp, likes count and basic commenter info. Download the data in JSON, CSV, Excel and use it in apps, spreadsheets, and reports.
Apify
6.9k
75
TikTok Scraper
clockworks/tiktok-scraper
Extract data from TikTok videos, hashtags, and users. Use URLs or search queries to scrape TikTok profiles, hashtags, posts, URLs, shares, followers, hearts, names, video, and music-related data. Export scraped data, run the scraper via API, schedule and monitor runs or integrate with other tools.
Clockworks
15.9k
103
Instagram Hashtag Scraper
apify/instagram-hashtag-scraper
Scrape Instagram hashtags data. Just add one or more hashtags and extract posts, images, URLs, comments, likes, users, locations, timestamps, and more. Export scraped datasets, run the scraper via API, schedule and monitor runs or integrate with other tools.
Apify
18.5k
96
Twitter Scraper
quacker/twitter-scraper
Scrape tweets from any Twitter user profile. Top Twitter API alternative to scrape Twitter hashtags, threads, replies, followers, images, videos, statistics, and Twitter history. Export scraped data, run the scraper via API, schedule and monitor runs or integrate with other tools.
Quacker
29.6k
111
Social Media Sentiment Analysis Tool
tri_angle/social-media-sentiment-analysis-tool
Add a profile name and find this social profile on Facebook, Instagram, and TikTok, scrape its recent posts and comments, and perform sentiment analysis for each comment. All in one go. Export results in JSON, CSV, HTML, use API, schedule runs, integrate with other tools.
Tri⟁angle
300
24
Market research across all media
Analyze customer preferences across the market via multiple media sources. Identify patterns, trends, and prevailing narratives. Use condensed sentiment data to make informed decisions about your branding, marketing strategies, and new product launches.
Website Content Crawler
apify/website-content-crawler
Crawl websites and extract text content to feed AI models, LLM applications, vector databases, or RAG pipelines. The Actor supports rich formatting using Markdown, cleans the HTML, downloads files, and integrates well with 🦜🔗 LangChain, LlamaIndex, and the wider LLM ecosystem.
Apify
27.1k
663
Google Trends Scraper
emastra/google-trends-scraper
Scrape data from Google Trends by search terms or URLs. Specify locations, define time ranges, select categories to get interest by subregion and over time, related queries and topics, and more. Export scraped data, run the scraper via API, schedule and monitor runs, or integrate with other tools.
Emiliano Mastragostino
3.7k
40
Smart Article Extractor
lukaskrivka/article-extractor-smart
📰 Smart Article Extractor extracts articles from any scientific, academic, or news website with just one click. The extractor crawls the whole website and automatically distinguishes articles from other web pages. Download your data as HTML table, JSON, Excel, RSS feed, and more.
Lukáš Křivka
4.1k
65
GPT Scraper
drobnikj/gpt-scraper
Extract data from any website and feed it into GPT via the OpenAI API. Use ChatGPT to proofread content, analyze sentiment, summarize reviews, extract contact details, and much more.
Jakub Drobník
5.3k
64
AI Text Analyzer for Google Reviews
geneea-analytics/reviews-text-nlp-analyzer
Quickly analyze customer reviews extracted by Google Maps Scraper. Find out what the most frequently used keywords are in each review. Learn how people view your staff and prices. Obtain structured information from unstructured text. Monitor changes in customers’ sentiment over time.
Geneea Analytics
332
12
Sentiment analysis with AI
Use NLP text analyzer to sift through customer reviews from places on Google Maps. Get insights into customer preferences by identifying the most commonly used keywords in each review. Schedule the scraper and easily track shifts in customer sentiment over a period of time.
Sieve through comments on social media
Social media comments can be a reliable source for tracking sentiment. Watch our tutorial on scraping Instagram comments to see how to scrape comment data to fuel engagement analysis.
Sign up
First, create an Apify account. It’s free, no credit card is required, and you get $5 free prepaid platform usage every month!
Choose an Actor
Apify Store features hundreds of pre-built tools (we call them Actors) for extracting sentiment data from different websites. Check out the scrapers that can help you with sentiment analysis that could fit your use case.
Get your data
After everything’s set up, run the Actor. As soon as it’s successful, you’ll be able to download data for your sentiment analysis in Excel, JSON, HTML, and many other formats.
Schedule, integrate, monitor
You can further automate your workflow by saving the data to Google Drive, sending automated Gmail and Slack notifications, or monitoring and scheduling your Actor runs.
Never get blockedEvery plan (free included) comes with Apify Proxy, which is great for avoiding blocking and giving you access to geo-specific content.
Customers love us
Monitor your runsWith our latest monitoring features, you always have immediate access to valuable insights on the status of your web scraping tasks.
Export to various formatsYour datasets can be exported to any format that suits your data workflow, including Excel, CSV, JSON, XML, HTML table, JSONL, and RSS.
Integrate Apify to your workflowYou can integrate your Apify runs with platforms such as Zapier, Make, Keboola, Google Drive, or GitHub. Connect with practically any cloud service or web app.
Large developer communityApify is built by developers, so you'll be in good hands if you have any technical questions. Our Discord server is always here to help!
If you were to do sentiment analysis manually, you'd probably have to pay a lot of money (typically more than $15,000) for a custom industry report or collect data online ardiously yourself. Then you would need to put it into a structured database or even just an Excel spreadsheet. Web scraping does this job for you and creates datasets of structured data from the web pages that you point it to. Scraping is essential if you want to do market research at scale and it will save you an immense amount of time.
Kind of. See if any of our integrations such as 🦜🔗 LangChain or LLaMA can help you collect the data you need and train your large language models for any purpose, including sentiment analysis.
It can be. Take a look at the work of these researchers who used our scrapers to analyze media narratives around Russian aggression in 2022. Also, if you’re a college student working on a data science project which involves sentiment analysis and lots of data scraping, you might be interested in the discount we offer for researchers.
Yes it is, but you should not scrape personal data unless you have a legitimate reason to do so. If you're unsure whether your reason is legitimate, consult your lawyers.
Knock yourself out! Our platform was built to host and run thousands of scrapers. You can customize a universal Web Scraper or start a new one with some of our ready-made templates in Python, JavaScript, or TypeScript. You can keep the scraper to yourself or make it public by adding it to Apify Store (and even make a little cash out of it). You can also integrate your scraper with other popular data processing services such as Keboola, Airbyte, or Zapier.
Yes, there is. You can have programmatic access to any scraper on the platform via Apify's web scraping API. It is organized around RESTful HTTP endpoints and can be accessed either by using Python or Node.js clients, or manually. This API will enable you to fetch results directly from any of your datasets. Check out the Apify API reference docs for full details.
Sure! We can build you a custom web scraper or, if you're searching for a more affordable solution, get an external developer to create the scraper for you via our Apify freelancer program.
Yes. Our affiliate program offers up to 50% recurring commission for its participants. You can check out the terms & conditions and sign up for Apify Affiliate here.