10 Best Social Media Scraping APIs in 2026: Pricing and Schemas Compared

Compare 10 social media scraping APIs side-by-side — schemas, per-platform pricing, rate limits, and AI-agent readiness. Social Fetch vs Apify, Bright Data, and seven more.

Luke Askew

10 Best Social Media Scraping APIs in 2026: Pricing and Schemas Compared

Compare 10 social media scraping APIs side-by-side — schemas, per-platform pricing, rate limits, and AI-agent readiness. Social Fetch vs Apify, Bright Data, and seven more.

Every social media scraping API claims a consistent format. Then you wire up TikTok, Instagram, and YouTube and get back followerCount, edge_followed_by.count, and statistics.subscriberCount for the same field. You write three parsers for one dashboard column.

I have been building scrapers long enough to know that pain. The APIs in this list are not interchangeable. Some are proxy farms, some are actor runtimes, some are first-party REST products. What separates the useful ones is whether your integration code branches per platform or reads the same JSON shape everywhere.

Short version

Social Fetch ranks first here because it is a synchronous REST API with one { data, meta } envelope, normalized profile fields across 13 platforms, 100 documented operations, and credits that never expire. We do not ship server-side engagement_rate math; you get raw metrics and compute what you need. That is an honest tradeoff, not a missing feature we pretend exists.

The 10 best social media scraping APIs at a glance

  1. Social Fetch — my pick for multi-platform REST with a unified schema and MCP tooling
  2. SociaVault — simple pay-as-you-go for a handful of core social platforms
  3. Apify — largest actor marketplace when you need custom scrapers
  4. Bright Data — enterprise proxy and dataset infrastructure at volume
  5. ScraperAPI — general web scraping; weak on social-specific benchmarks
  6. Smartproxy (Decodo) — proxy-first scraping for teams already at scale
  7. Oxylabs — Fortune 500 SLAs and enterprise contracts
  8. ProfileSpider — LinkedIn lead-gen via Chrome extension, not an API
  9. Scrapfly — strong docs and single-platform scrapers
  10. RapidAPI — marketplace discovery, not a single product
APIBest forPlatformsStarting priceFree tier
Social FetchSync REST + unified schema13$25 / 10k credits100 credits, no card
SociaVaultSimple PAYG~8 social (verify)$29 / 6k credits50 credits
ApifyCustom actors24,000+ actors$29/mo~$5/mo credit
Bright DataEnterprise volume~10 social~$100/mo floorTrial
ScraperAPIGeneral webGeneral web$49/mo1,000 credits
Smartproxy (Decodo)Proxy infraSocial via proxy~$0.08/1k req†None
OxylabsEnterprise SLAs~3 socialCustomTrial on request
ProfileSpiderLinkedIn UI exportLinkedIn onlySubscriptionUnverified
ScrapflySingle-platform work7 social$30/mo1,000 credits
RapidAPIAPI discoveryVariesVariesVaries

† Verify current Decodo pricing before committing.

The ranked sections below go deeper on pricing, schema shape, and where each tool breaks down in production.

What makes a best social media scraping API in 2026

I rank tools using criteria that matter once you leave the demo:

  1. Platform coverage you can verify — count endpoints in a public capability matrix or OpenAPI spec, not a landing-page number.
  2. Unified schema — does metrics.followers mean the same thing on TikTok and Instagram without an adapter layer?
  3. Sync vs async — can your UI or agent wait on one HTTP response, or do you poll a dataset?
  4. Terminal errors — when a lookup fails, do you get a typed outcome and a requestId you can send to support?
  5. AI-agent readiness — MCP or OpenAPI tooling, deterministic JSON, documented rate limits.
  6. Pricing model — prepaid credits that never expire vs monthly subscriptions that reset.
  7. Benchmark success on hard targets — Proxyway's October 2025 benchmark tested 11 providers on 15 protected sites; only four cleared 80% overall success. Social-specific numbers vary. Ask before you build.

What a unified schema looks like in practice

Same creator, three native APIs, three different field names:

FieldTikTok nativeInstagram nativeYouTube nativeSocial Fetch unified
Follower countfollowerCountedge_followed_by.countstatistics.subscriberCountmetrics.followers
HandleuniqueIdusernamecustomUrlprofile.handle
Biosignaturebiographydescriptionprofile.bio

Social Fetch normalizes those into one shape. Swap the platform segment in the path; the parser stays the same.

curl -sS \
  -H "x-api-key: $SOCIALFETCH_API_KEY" \
  "https://api.socialfetch.dev/v1/tiktok/profiles/mrbeast"
{
  "data": {
    "lookupStatus": "found",
    "profile": {
      "platform": "tiktok",
      "handle": "mrbeast",
      "displayName": "MrBeast",
      "bio": "Watch my latest video! 👇",
      "verified": true
    },
    "metrics": {
      "followers": 127352270,
      "following": 351,
      "likes": 1301821757,
      "posts": 459
    }
  },
  "meta": {
    "requestId": "req_f05c55ed-d134-4f26-9c23-8a49df4810ba",
    "creditsCharged": 1,
    "version": "v1"
  }
}

We do not pre-compute engagement_rate or estimated_reach on profile routes. You get raw counts; your warehouse or agent does the math. If you only need Instagram engagement once, we have a free browser tool; the API is for volume.

Try the response shape in the playground before you buy a credit pack.

Full comparison matrix

ToolPlatformsEndpointsUnified schemaPre-computed engagementPricingFree tierPlaygroundMCP
Social Fetch13100✗ (raw metrics)PAYG, never expires100 credits
SociaVault~8 socialPartialPAYG50 credits
Apify24,000+ actors✗ per actorMonthly + compute~$5/moPartial
Bright Data~10 social68Enterprise tiersTrial
ScraperAPIGeneral webMonthly1,000 creditsPartial
SmartproxySocial via proxyPAYG minimums
Oxylabs~3 socialEnterpriseTrial
ProfileSpiderLinkedInSubscriptionUnverifiedUI only
Scrapfly7 socialMonthly1,000 credits
RapidAPIVariesPer listingVaries

ScraperAPI note: Proxyway's October 2025 benchmark reported 0% success on Instagram and Twitter/X for ScraperAPI specifically, while the provider averaged 63.7% overall across all tested sites. Fine for Amazon; risky as a primary social API.

SociaVault platform count: Their marketing mentions 25+ sources including ad libraries and shops. Head-to-head social platform coverage is closer to eight. Verify on their pricing page before you plan a multi-platform rollout.

Ranked — the 10 best social media scraping APIs

1. Social Fetch — unified REST across 13 platforms

Best for: product teams and agents that need TikTok, Instagram, YouTube, X, LinkedIn, and the rest in one integration without adapter code.

Social Fetch is a first-party REST API. One API key, one credit balance, one envelope on every route. We document 100 operations across TikTok, Instagram, YouTube, X, LinkedIn, Facebook, Reddit, Threads, Rumble, Telegram, Spotify, GitHub, and Web extraction.

What I like:

  • Same field names on profiles across platforms (profile.handle, profile.bio, metrics.followers)
  • JSON back in ~3 seconds on average, with no actor run polling
  • meta.requestId on every response; support can trace your call
  • MCP server with one tool per public route plus docs search
  • 100 free credits on signup, no card; purchased credits never expire
  • TypeScript SDK aligned to route names

What to watch:

  • 13 platforms, not forty. Check the capability matrix before you assume Pinterest or Snapchat are covered
  • No native batch pipelines or webhooks
  • Engagement rate and reach estimates are your job, not ours
  • Heavier routes (e.g. Twitter search at 2 credits) cost more than a simple profile lookup

Pricing: Free (100 credits) → Starter $25 (10,000 credits) → Growth $99 (50,000) → Scale $379 (230,000, about $1.65 per 1,000). See pricing.

Verdict: The right call if you want multi-platform social JSON in one request thread and you are tired of maintaining per-platform parsers.

2. SociaVault — simple pay-as-you-go for core platforms

Best for: a small set of mainstream platforms and the lowest-friction REST API you can get running in an afternoon.

SociaVault is credit-based PAYG like Social Fetch. Their platform list is smaller. Treat "25+" marketing as including ad libraries and adjacent sources; social coverage is roughly eight platforms (verify on sociavault.com before you commit).

What I like: Credits never expire. Straight REST. Low entry price at $29 for 6,000 credits.

What to watch: Partial schema normalization. No MCP. No playground in the same sense as a first-party API explorer.

Pricing: Free (50 credits) → Starter $29 / 6k → higher tiers on their site.

Verdict: Reasonable if you only need a few platforms and can live with per-platform field differences.

3. Apify — actor marketplace at scale

Best for: custom scrapers, scheduled batch jobs, and browser automation you control.

Apify is a scraper runtime, not a social API. You pick an Actor (Clockworks TikTok Scraper, community Instagram Actors, your own Puppeteer script), configure input JSON, start a run, poll, download a dataset. Each Actor returns its own schema.

What I like: Huge marketplace. MCP in their ecosystem. SOC2 and enterprise customers. Open-source Crawlee library.

What to watch: Schema varies by Actor author. Billing mixes per-event fees and compute units. Credits expire monthly on paid plans.

Pricing: Free (~$5/mo platform credit) → Starter $29/mo → Scale tiers. TikTok profile events from Clockworks run about $3.70+ per 1,000 results at published rates. See our Apify comparison.

Verdict: Pick Apify when you need a niche scraper that does not exist as a managed API. Accept that normalization is your problem.

4. Bright Data — enterprise infrastructure

Best for: high-volume teams with budget for proxy networks, spending limits, and sales-led contracts.

Bright Data sells proxy infrastructure and dataset pipelines. Social scrapers exist, but you are buying a platform: residential IPs, browser farms, async exports. That is not a product engineer's REST API.

What I like: Top-tier reliability on difficult targets in independent benchmarks. Legal track record in public-data scraping cases.

What to watch: No unified social schema. Spending limits from about $100/month. Pricing pages vary by product line ($2.50–$3.70 per 1,000 records is a common range for social tiers). Verify on brightdata.com.

Verdict: Right when benchmark success on hard targets justifies cost and complexity. Overkill for a startup shipping a creator dashboard.

See Social Fetch vs Bright Data for a worked TikTok pricing scenario.

5. ScraperAPI — general web, weak on social

Best for: e-commerce and general web targets. I would not pick it as a primary Instagram or X API.

ScraperAPI rotates proxies and handles CAPTCHAs for generic URLs. Proxyway's October 2025 benchmark logged 0% success on Instagram and Twitter/X for this provider. LinkedIn requests can burn 30+ credits each with rendering enabled, and the hobby plan math gets ugly fast.

What I like: Simple for Amazon, Zillow, and similar. LangChain docs exist.

What to watch: Social endpoints specifically. Monthly credit expiry. Multipliers on hard domains.

Pricing: Free (1,000 credits) → Hobby $49/mo → higher tiers on scraperapi.com.

Verdict: Use it for web scraping. Look elsewhere for social-first production pipelines.

6. Smartproxy (Decodo) — proxy-first

Best for: teams that already run proxy infrastructure and want social endpoints on top.

This is proxy infrastructure, not normalized social data. You get raw HTML or JSON from the target. Decodo scored in the top four on Proxyway's overall benchmark, which measures reliability on hard sites, not how pleasant the developer experience is. Minimum request commitments apply, and third-party price comparisons drift quickly, so verify on decodo.com before you commit. Buy it when you need proxies; look elsewhere if you need one JSON schema across platforms.

7. Oxylabs — enterprise reliability

Best for: large organizations with SLA requirements and procurement cycles.

Oxylabs covers roughly Instagram, TikTok, and LinkedIn with dedicated scrapers plus general web products. Same category as Bright Data: enterprise infra, custom quotes, trial on request.

What I like: Benchmark performance with other top-tier providers.

What to watch: Minimal self-serve. No unified social schema. Not where I would send a two-person startup.

Verdict: Justified at Fortune 500 scale. Heavy for most developer evaluations.

8. ProfileSpider — LinkedIn UI tool

ProfileSpider is a Chrome extension for recruiters who export LinkedIn profiles from the browser. It lands on "scraping API" lists through keyword overlap, but there is no endpoint to call from your backend. Skip it for product work; it is fine for manual lead-gen when a CSV from the UI is enough.

9. Scrapfly — capable single-platform scraping

Best for: one platform at a time with strong technical documentation.

Scrapfly publishes open-source scrapers for seven platforms and updates engines frequently. Multi-platform work still means multiple schemas unless you pay for their LLM extraction layer on top.

What I like: Documentation quality. Active maintenance.

What to watch: Credits expire monthly. Normalization is on you.

Pricing: Free (1,000 credits) → Discovery $30/mo → higher tiers on scrapfly.io.

Verdict: Good YouTube-or-TikTok-only project pick. Not where I would standardize a multi-platform agent.

10. RapidAPI — discovery, not production glue

Weekend prototypes benefit from RapidAPI's catalog: you can find a niche TikTok or Instagram endpoint fast, without signing an enterprise contract first. That speed stops helping once you need three listings with three schemas, three billing accounts, and three support chains for one dashboard. Keep it for exploration. See Social Fetch vs RapidAPI when you outgrow the marketplace model.

Which API fits which workflow

  • Multi-platform product feature, same JSON shape → Social Fetch
  • Eight core platforms, simplest PAYG → SociaVault
  • Custom Actor, batch cron, browser control → Apify
  • Enterprise proxy volume, procurement budget → Bright Data or Oxylabs
  • LinkedIn CSV from a browser → ProfileSpider (different category)
  • Agent calling social APIs → Social Fetch MCP + unified schema

Agents break when field names change per platform. One tool definition should map to metrics.followers everywhere, not three conditional branches.

If you only need TikTok profiles today, start with 100 free credits and one endpoint. Add Instagram next week with the same key and the same envelope.

Seven questions before you buy

  1. How many platforms are actually covered? Open the endpoint list. Ad libraries and shops are not Instagram.
  2. One schema or many? Call two platforms with the same parser. If you need if platform === 'instagram', you do not have unification.
  3. Who computes engagement metrics? Raw counts vs server-side rates. Know which you are buying.
  4. Do credits expire? Monthly resets change real cost for spiky workloads.
  5. Can you preview responses without shipping code? Use a playground or free tier before you promise a ship date.
  6. What are Instagram and X success rates? Ask for benchmark data. Zero percent on a platform you need is a project killer.
  7. Is it agent-ready? OpenAPI, MCP, deterministic errors, documented pagination. Not just JSON that works once in Postman.

Frequently asked questions

What is social media scraping?

Automated extraction of public profile, post, and engagement data from social platforms, usually via HTTP APIs that handle proxies, rendering, and rate limits for you. The alternative is maintaining your own scraper every time a platform changes its frontend.

How does a social media scraping API work?

You send a request with a handle or URL. The provider fetches public data, parses it, and returns JSON. A unified API normalizes field names so your code does not branch per platform.

What are the best social media scraping APIs?

For sync REST with a unified schema across 13 platforms, Social Fetch is my pick. I built it. Apify wins on custom Actors. Bright Data and Oxylabs win on enterprise infra. SociaVault is fine for a small platform set at low volume. ScraperAPI is better for general web than social specifically.

Why use a unified social media API?

You write one integration instead of ten parsers. I have watched teams burn a week normalizing Instagram's nested GraphQL shapes before they touch YouTube, then another week when TikTok field names drift. A single schema keeps your dashboard and agent tool definitions stable while you add platforms.

What is the cheapest way to start?

Social Fetch's 100 free credits (no card) and SociaVault's 50 free credits are the easiest zero-cost entry points. At volume, compare per-1,000 rates and check whether credits expire.

Which API is best for TikTok?

Social Fetch: GET /v1/tiktok/profiles/{handle} returns normalized JSON with metrics.followers and charges one credit on a completed lookup. Apify's Clockworks Actor is the main alternative when you need a custom extraction pipeline.

Should I build my own scraper?

Build your own for a one-off research script. Use a managed API for anything production. Maintenance usually costs more than credits within a few months.

What about compliance?

Read each platform's Terms of Service. Public-data scraping case law is evolving; GDPR still applies to EU personal data in commercial use. We are not lawyers. Treat compliance as your responsibility. See our docs and your counsel for jurisdiction-specific guidance.


If you want to verify the Social Fetch claims in this post, paste a handle into the playground or grab 100 free credits on pricing. For Apify and Bright Data scenarios with worked numbers, use the compare hub.