The right social media scraper depends on the network and data you need—not on a universal “best” ranking. Apify’s February 9, 2026 roundup names ten hosted Actors for jobs ranging from Instagram posts to Meta ads and cross-platform hashtag research. The descriptions are a vendor’s catalog, not an independent comparison or performance test. Use the guide below to shortlist a tool, then verify its live fields, limits, costs, and whether your collection and reuse are permitted.
How to choose a social media scraper
Start with the platform and content type, then confirm the exact fields, input format, export or integration path, and operating cost. A tool that collects comments on one network may not cover profiles, video metadata, or another network’s content.
- Name the target: network, surface, and content type—such as public comments, Reels, video details, or ads.
- List required fields: distinguish text and metadata from counts or media, and confirm each field is currently available for that target.
- Check inputs and scale: the tools described accept varying inputs, including URLs, hashtags, search queries, names, and lead-domain lists. Confirm current limits on the individual Actor page.
- Fit the output to your workflow: check file formats, APIs, SDKs, webhooks, and app integrations on the specific Actor; platform-level capabilities do not necessarily apply to every Actor.
- Review permission and cost: check the platform’s current rules and applicable privacy obligations. Estimate a representative job including any Actor, compute, storage, proxy, and data-transfer costs.
Apify’s Apify Store Actors are hosted tools with individual configurations. Their features, pricing, and maintenance can change, so test a small, authorized job and review the live listing before building a recurring workflow.
Top 10 social media scrapers in 2026
The tools below are the ten named in Apify’s February 9, 2026 roundup. Their capabilities are descriptions from Apify, not independently verified guarantees of access, accuracy, or reliability.
#1 Best Overall
| Tool | Apify describes it as useful for | What to verify before using |
|---|---|---|
| Instagram Scraper | Information about posts, profiles, places, hashtags, photos, and comments. The article says results can be downloaded as Excel, JSON, or CSV, or connected to analysis and LLM workflows. | Which target types and fields the current Actor can return, its input schema, and supported exports or integrations. |
| TikTok Data Extractor | Trending hashtags, videos, profiles, and engagement metrics such as comments, shares, followers, and likes, with a hashtag, search query, or URL as input. | Which inputs and metrics are available for your particular target and job. |
| Facebook Comments Scraper | Comments and replies on public posts, videos, photos, and Reels, with likes, timestamps, and basic public-profile information. Apify’s article also mentions JSON, CSV, Excel, HTML, APIs, SDKs, webhooks, and app integrations. | Current output and integrations on the Actor page, as well as the applicable platform rules. These are publisher descriptions, not a guarantee every field or integration is available in every case. |
| YouTube Scraper | Video views, likes, subscribers, and channel performance. The roundup also points to separate Actors for YouTube comments, search, channels, statistics, and Shorts. | Whether one Actor covers your target or a separate purpose-specific Actor is required. |
| Social Media Hashtag Research | Finding posts that share a hashtag across TikTok, Instagram, Facebook, and YouTube, with fields such as URLs, captions, timestamps, likes, views, and comment counts. | Network coverage, available fields, and current input limits for each network. |
| Social Media Leads Analyzer | Starting with lead website URLs and locating linked social profiles across networks; output may include profile names and activity measures. Contact details may be available if they appear on the lead’s website. | What data is collected and why it is necessary. Lead enrichment involving personal data needs a separate privacy and permission review. |
| Social Media Sentiment Analysis Tool | A workflow combining comment collection from Facebook, Instagram, and TikTok with positive, negative, or neutral sentiment labels. | How classification is produced and whether it has been validated for your use. The roundup provides no independent evaluation; treat labels as model outputs, not ground truth. |
| Social Media Finder | Searching a probable person or profile name for links across services including Facebook, LinkedIn, YouTube, TikTok, Instagram, Pinterest, Threads, and Twitch. | Identity accuracy and completeness. The roundup does not establish either, so confirm matches rather than assuming a name identifies the right person. |
| Facebook (Meta) Ads Scraper | Collecting Meta Ad Library information and filtering by brand, keyword, country, language, media type, status, and format. The article lists creative, copy, calls to action, impressions, spend, and audience insights among possible data. | Which fields are exposed for the specific ad and geography. Do not assume every listed field is universally available. |
| Instagram Reels Scraper | Public Reels data from profile or Reel URLs, including engagement counts, timestamps, captions, transcripts, hashtags, mentions, tagged users, music information, and video downloads. | Current supported inputs and which metadata or media are available for the Reel you intend to process. |
Are social media scrapers legal?
There is no universal yes-or-no answer based only on a post being visible. The platform’s terms, the collection method, the data involved, your location, and the intended use can all matter. A scraper’s ability to retrieve data—or a vendor’s description of that data as public—does not itself establish permission to collect or reuse it.
Facebook Help Center says scraping may be authorized or unauthorized depending on whether it violates the service’s terms. Meta’s Automated Data Collection Terms, effective October 7, 2024, require express written permission before automated collection and impose separate restrictions on permitted use. Meta Product Management Director Mike Clark wrote, “Using automation to get data from Facebook without our permission is a violation of our terms.” X’s automation rules, updated April 2026, say: “Do not use non-API-based forms of automation, such as scripting the >x< website.” Rules and legal obligations differ by platform, data, user, jurisdiction, and purpose. Read the current applicable terms and obtain legal advice for a consequential collection plan.
Before collecting, consider whether you have permission, whether the data includes personal information, how much you need, how long you will retain it, and whether your planned downstream use is allowed. Public visibility is not a substitute for that review.
Cost, maintenance, and reliability
Do not treat a price seen on a comparison page as a lasting quote. Apify says actual usage depends on the Actor and job configuration, and recommends a test run to estimate it. The total can include Actor charges as well as compute, storage, proxy use, and data transfer. Check the current Actor listing and applicable Apify terms when estimating a recurring workload.
Scrapers can be affected by platform interface and policy changes. The available descriptions do not establish an independent uptime, accuracy, or comparative reliability ranking for these ten tools. Check each Actor’s update history and support details, run a small authorized test, and monitor output before relying on it for regular reporting.
ScreenshotNeo: a screenshot alternative to try first
If the task is to capture a webpage rather than collect structured social-media records, try ScreenshotNeo, a website screenshot API and MCP server from Yorker Media. One GET request returns a PNG, JPEG, WebP, or PDF. Its clean-shot options accept cookie or consent banners like a visitor and remove more than 60 known consent platforms, newsletter popups, and chat widgets; each step can be turned off. Bot checks, blank pages, timeouts, failed loads, and cache hits are not billed, and responses identify the page verdict and billing status. Its MCP server provides take_screenshot, get_page_info, and capture_pdf tools for AI agents using Claude, Cursor, or another MCP client. It is not a substitute for a social scraper when you need structured profiles, comments, or engagement data.
For a quick capture, replace the target URL in this cURL request and provide your API key. See the ScreenshotNeo documentation for request options.
curl -G "https://api.screenshotneo.com/v1/shot" -d access_key=YOUR_API_KEY --data-urlencode url=https://stripe.com -o shot.webpScreenshotNeo has a free plan with 1,000 shots per month and no card required; paid plans start at $5 for 3,000 shots. Sign up for free: 1,000 screenshots a month, no card.
Recommended Free Tools
Frequently asked questions
What is the best Facebook scraping tool?
For the specific job of gathering Facebook comments, Apify’s roundup names Facebook Comments Scraper. For Meta advertising research, it names Facebook (Meta) Ads Scraper. They serve different purposes; verify the current Actor’s fields and permissions for your intended collection.
How do I extract YouTube data?
Choose the YouTube Actor that matches the data—video or channel information, comments, search, statistics, or Shorts—then confirm its current input schema and outputs on its listing. The roundup does not establish that one Actor handles every YouTube use case.
Can a sentiment scraper tell me what people really think?
It can label collected comments as positive, negative, or neutral, according to Apify’s description of its sentiment workflow. Those labels are not independently validated in the roundup and should not be treated as ground truth.
Frequently Asked Questions
Is social media scraping legal?
There is no universal answer based on visibility alone. Check the platform’s current terms, applicable privacy and data-protection rules, and your specific collection and reuse plans; obtain legal advice where the stakes warrant it.
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