Social Media Scraping 13 min read

Best Social Media Scraping APIs to Use in 2026

A practical comparison of 10 social media scraping APIs in 2026, including ScrapeCreators, SociaVault, Apify, EnsembleData, Supadata, and Bright Data.

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Ten social media scraping APIs compared for 2026

The short answer: ScrapeCreators is the best social media scraping API for most developers in 2026. It covers the major social platforms, returns structured JSON, has no subscription, and does not make you manage a separate scraper for every website.

Before you trust that ranking, I should say this plainly: I run ScrapeCreators. Vendor comparison posts that pretend to be neutral are weird. I checked every provider’s live product and pricing pages on August 3, 2026, and I included cases where another service is a better choice.

I also did not run a fresh, controlled reliability benchmark across every endpoint. Anyone claiming they tested hundreds of endpoints for a roundup probably did not. This comparison is based on current platform coverage, public pricing, product design, and how much work a developer still has to own after signing up.

Quick comparison

RankAPIBest forStarting point
1ScrapeCreatorsBroad public social data through one API100 free credits, then $47 for 25,000 credits
2SociaVaultA similar pay-as-you-go social API with MCP support50 free credits, then $29 for 6,000 credits
3ApifyCustom crawlers and a large scraper marketplaceFree plan with $5 usage, then $29/month plus usage
4EnsembleDataDaily request allowances across eight social platforms50 units per day free, then $100/month
5SupadataVideo transcripts, metadata, and AI-ready text100 free requests, then $5/month for 300 requests
6Bright DataEnterprise-scale collection and procurement5,000 records per month free, or $1.50 per 1,000 records pay as you go
7OxylabsManaged web scraping for teams that also target non-social sitesFree trial, with Web Scraper API rates advertised from $0.25 per 1,000 results
8ScrapingBeeHeadless browser rendering through a simple API$49/month for 250,000 credits
9PhantomBusterNo-code prospecting and social automationSubscription plans with execution limits
10ZyteScrapy teams building their own extraction layerUsage-based pricing by request and website

Pricing can change, and a “request” does not mean the same thing at every company. Some endpoints use one credit. Others cost more because they return a full search page, transcript, or large result set. Check the exact endpoint before estimating a production bill.

How I ranked these APIs

I care about five things:

  1. Can it return useful public social data, not just HTML? A proxy that gets through Instagram is helpful, but it is not the same product as an API that returns the profile, post, comments, and pagination cursor as JSON.
  2. How many separate systems do you have to maintain? One API key and one set of docs is easier than choosing and monitoring ten community scrapers.
  3. Does pricing fit uneven usage? Social data jobs are often spiky. A monthly allowance is annoying when one customer needs 100,000 requests this week and almost nothing next month.
  4. How deep is the coverage? Listing Instagram on a homepage is not enough. Profiles, posts, comments, search, transcripts, ad libraries, and pagination matter.
  5. When is the provider the wrong choice? A useful comparison should tell you when not to buy the product.

That last point changes the ranking more than people expect. Supadata is excellent at transcripts, but I would not choose it for broad Facebook or Reddit research. Bright Data is built for serious enterprise collection, but it can be more platform than a solo developer needs.

Best social media scraping APIs

1. ScrapeCreators

ScrapeCreators is my first pick when an app needs public data from several social platforms. It supports Instagram, TikTok, YouTube, Facebook, X, Reddit, LinkedIn, Threads, Pinterest, Snapchat, Truth Social, and more. The catalog includes profiles, posts, videos, comments, search, transcripts, and ad-library data.

The main advantage is boring in a good way: one API key, one set of docs, and JSON responses. You do not have to choose an Actor, configure a proxy, or rewrite CSS selectors when a platform changes its page.

Pricing is pay as you go. New accounts get 100 free credits. The $47 package includes 25,000 credits, which works out to $1.88 per 1,000 one-credit requests. The $497 package includes 500,000 credits, or about $0.99 per 1,000. Credits never expire. A valid cache hit costs zero credits, while a cache miss uses the endpoint’s normal price.

It also has no rate limits. You still need sane retries and timeouts, but you do not have to buy a larger plan just to unlock more concurrency.

ScrapeCreators is not for arbitrary websites. If you need to crawl ecommerce stores, local business directories, and thousands of unrelated sites, Apify or Bright Data gives you more flexibility. It is also a read API for public data, not a tool for posting to accounts or sending automated DMs.

I would use it for social listening, creator research, ad research, enrichment, or AI agent products that need more than one platform.

2. SociaVault

SociaVault is the closest product in this list to ScrapeCreators. It advertises public data from 25+ platforms through a REST API, including Instagram, TikTok, YouTube, Facebook, X, LinkedIn, Threads, Reddit, Pinterest, and Snapchat.

The pricing is also friendly to small projects. You get 50 free credits. Its Starter Pack is a one-time $29 purchase for 6,000 credits, and the credits do not expire. SociaVault also has an MCP server, which is handy if your main use case is giving Claude or another agent access to social data without writing the tool wrapper yourself.

SociaVault earns the second spot because it is actually a social data API, not a generic proxy service wearing a social-media landing page. The tradeoff is track record. It is a newer and smaller provider, so I would test the exact endpoints you need before moving a large production workload.

I would shortlist it for an indie project that needs pay-as-you-go social data and can benefit from the built-in MCP option.

3. Apify

Apify is a marketplace and cloud runtime for scrapers called Actors. Its store has social scrapers for Instagram, TikTok, YouTube, Facebook, Reddit, LinkedIn, X, and plenty of smaller targets. If an Actor is close but not quite right, you can modify it or build your own with Crawlee.

That flexibility is why Apify ranks this high. It can handle jobs that a fixed REST API does not expose. You can build a multi-step crawl, visit a list of pages, run browser automation, store a dataset, and schedule the whole workflow in one place.

The downside is consistency. Different developers maintain different Actors. Inputs, output schemas, pricing, and reliability vary. Apify itself offers a free plan with $5 of platform usage. Its Starter plan is $29 per month plus usage, but an Actor may also charge per result, per event, or for compute and proxy traffic.

If you want a custom scraper marketplace, Apify is probably the best option here. If you want one predictable API contract across social platforms, it creates more decisions than ScrapeCreators or SociaVault.

Choose it when you need custom crawling logic, browser workflows, or a niche target that no fixed endpoint catalog covers.

4. EnsembleData

EnsembleData offers APIs for TikTok, Instagram, YouTube, Threads, Reddit, Twitch, Twitter, and Snapchat. It is a straightforward social-data product with a mature endpoint catalog and daily unit allowances.

The free plan includes 50 units per day. The first paid plan is $100 per month for 1,500 units per day, followed by larger daily plans. That works well when usage is steady and predictable. It is less appealing for a bursty project because unused daily capacity does not move to the day when you need it.

EnsembleData is worth testing if its endpoint shapes already match your product or you prefer a fixed monthly plan. It is also one of the more established direct alternatives in this category.

Its plans make the most sense for a team with steady daily volume across those eight platforms.

5. Supadata

Supadata is narrower than the other services here, but very good at its niche. It turns YouTube, TikTok, Instagram, X, and Facebook videos into transcripts, metadata, and structured output for AI applications.

You get 100 free requests. The monthly Basic plan is $5 for 300 requests, the Pro plan is $17 for 3,000, and larger plans raise both volume and requests per second. It also has integrations for n8n, Make, Zapier, and MCP.

Pick Supadata when the content of the video matters more than the surrounding social graph. It is a natural fit for summarization, retrieval, research, and video analysis. I would not pick it as the only data provider for a product that needs broad profile, follower, comment, ad, and discovery endpoints.

This is the one I would pick for a transcript-heavy AI product or video-to-text pipeline.

6. Bright Data

Bright Data’s Social Media Scraper covers public data from Instagram, TikTok, Facebook, X, YouTube, LinkedIn, Reddit, and other large platforms. It offers APIs and no-code collectors, then charges by successful record rather than handing you failed requests and asking you to pay anyway.

The current entry offer includes 5,000 records per month with no card. Pay-as-you-go pricing starts at $1.50 per 1,000 records, while the Scale plan starts at $499 per month. It also offers spend controls, high concurrency, and the compliance material larger companies expect during procurement.

Bright Data is the safer shortlist choice for a large company that needs vendor reviews, support, and serious volume. For a small app, the dashboard and product range may be more than you need.

It belongs on the shortlist for enterprise collection, large datasets, and buyers with procurement or compliance requirements.

7. Oxylabs

Oxylabs Web Scraper API is a managed web scraping service rather than a fixed social-data catalog. It handles fetching, retries, proxies, JavaScript rendering, and blocking. The current product page advertises a free trial and rates starting at $0.25 per 1,000 results.

That starting price needs context. The actual cost depends on the target and features you use, and you may still need to turn a page response into the social object your application expects. Oxylabs makes more sense when social sites are one part of a wider collection job and your team is comfortable owning the parsing layer.

I would not choose it ahead of a social specialist for a small app that just needs an Instagram profile or TikTok comments. I would consider it when the same pipeline also collects ecommerce, search, travel, or other web data.

8. ScrapingBee

ScrapingBee wraps headless browsers, proxy rotation, JavaScript rendering, screenshots, and extraction behind an API. Its current Freelance plan is $49 per month for 250,000 credits.

It is easy to understand and pleasant to integrate. The catch is that credits are not the same as successful social records. Rendering JavaScript, using premium proxies, and other options can consume more credits. You also own the social-specific parsing and the schema your product depends on.

ScrapingBee is a good middle ground when your team already has parsers but does not want to operate browsers and proxies. It is less attractive when the goal is to call one endpoint and immediately receive a normalized profile, post, or comment thread.

9. PhantomBuster

PhantomBuster is closer to a no-code automation tool than a conventional scraping API. Its “Phantoms” can collect social data and run prospecting workflows, especially around LinkedIn. That makes it useful for a marketer who wants to assemble a workflow without building an application.

The same design makes it a weaker fit for pure data infrastructure. Pricing is tied to plans and execution capacity, workflows may need account sessions, and automating actions on a logged-in account carries a different risk profile than reading public data.

Choose PhantomBuster for a lead-generation workflow with a human operator. I would not make it the data layer for a high-volume developer product.

10. Zyte

Zyte API combines unblocking, browser rendering, and automatic extraction in one general web scraping API. Zyte also maintains Scrapy, so it is a natural option for teams that already use the Python framework and want managed fetching underneath it.

Zyte prices requests by the website and features involved. That can be efficient because an easy request should not cost the same as a difficult browser-rendered page, but it also means you should test your real target list before forecasting spend.

Like Oxylabs and ScrapingBee, Zyte gives you strong scraping infrastructure rather than a ready-made social schema. Use it when you want to build the parser. Skip it when you just want the JSON object.

Which API should you pick?

Use ScrapeCreators if you want the simplest route to profiles, posts, comments, search, transcripts, and ads across many platforms. It is the best overall fit for a developer who wants to send a request and get useful JSON back.

Use SociaVault if you want a similar pay-as-you-go model and its MCP server fits your agent workflow.

Use Apify if the job needs custom crawling logic or an unusual target. The marketplace is the point, not a drawback, when no fixed endpoint does exactly what you need.

Use EnsembleData if your workload is steady enough to fit a daily allowance. Use Supadata when transcripts are the product. Use Bright Data when enterprise scale and procurement matter more than keeping the setup small.

Use Oxylabs, ScrapingBee, or Zyte when social sites are part of a broader web scraping system and your team wants to own the parser. Use PhantomBuster when the end user is a marketer building a no-code prospecting workflow rather than a developer building a data product.

The best way to choose is not reading another 3,000 words. Take three real URLs from your workload, call the matching endpoint at two providers, and compare:

  • whether both return the fields you need
  • the time to a usable response
  • pagination and error behavior
  • the cost of that exact endpoint
  • how quickly support answers a specific technical question

A homepage can claim anything. Three real inputs will tell you more.

Scraping API vs official API

A scraping API and an official platform API solve different jobs.

Use an official API when you need to publish content, manage an account you own, read private account data with permission, work with ads you control, or act on behalf of an authenticated user. That usually means OAuth and platform approval.

Use a social media scraping API when you need public profiles, public posts, comments, search results, transcripts, ads, or engagement data from accounts you do not manage. You trade official platform access for broader public-data coverage.

Neither option gives you permission to ignore privacy law, copyright, contracts, or platform rules. Keep the dataset narrow, avoid private information, and talk to a lawyer if the product affects employment, credit, housing, health, or another sensitive area.

Sources and pricing checked

I checked these official pages on August 3, 2026:

Prices and endpoint catalogs move. Verify the provider’s current page before buying a large credit pack or committing to a yearly plan.

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Adrian Horning

Written by

Adrian Horning

Founder of ScrapeCreators. I write about social data APIs, scraper reliability, and turning public creator data into useful products.

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{200 OK
"platform": "youtube",
"type": "video",
"title": "Never Gonna Give You Up",
"views": 12504321,
"transcript": "We're no strangers to love...",
}
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