"ByCrawl vs Ensemble Data: Which Social Media Scraping API Should You Use?"
A detailed comparison of ByCrawl and Ensemble Data — platform coverage, pricing, API design, and which one fits your use case.
If you need social media data for your product, you have probably narrowed your search to a handful of scraping APIs. ByCrawl and Ensemble Data both solve the same core problem: extracting structured data from social platforms without building and maintaining your own scrapers.
But they are not the same product. They differ in platform coverage, pricing model, API design, and the types of teams they serve best. This comparison breaks down what matters so you can make an informed decision.
Quick Overview
| ByCrawl | Ensemble Data | |
|---|---|---|
| Platforms | 11 (Threads, Facebook, X, Instagram, Reddit, LinkedIn, TikTok, YouTube, Dcard, Job104, Google Maps) | 8 (TikTok, Instagram, YouTube, Threads, Reddit, Twitter, Twitch, Snapchat) |
| Pricing model | Monthly subscription + credits | Monthly subscription + daily units |
| Starting price | $9/mo (1,000 credits) | $100/mo (1,500 daily units) |
| Free trial | 500 credits, 7 days | 50 daily units |
| SDKs | Python, MCP (AI agent integration) | Python, JavaScript |
| Auth method | API key header (x-api-key) |
Token query parameter |
Platform Coverage
This is the most significant difference between the two.
ByCrawl covers 11 platforms, including Facebook, LinkedIn, Google Maps, and regional platforms like Dcard (Taiwan's largest anonymous forum) and Job104 (Taiwan's biggest job board). If you need B2B data (LinkedIn company profiles, job listings), local market data (Dcard discussions, Job104 listings), or location intelligence (Google Maps places and reviews), ByCrawl is your only option between the two.
Ensemble Data covers 8 platforms, including Twitch and Snapchat, which ByCrawl does not support. If your use case centers on gaming/streaming communities (Twitch) or ephemeral content analysis (Snapchat), Ensemble Data has the edge.
Where they overlap — TikTok, Instagram, YouTube, Threads, Reddit, and X/Twitter — both services provide similar endpoint types: user profiles, posts, search, and comments.
The platform gap that matters most depends on your use case:
- B2B teams (lead gen, competitive intel, recruiting): ByCrawl wins — LinkedIn and Google Maps coverage is a hard requirement for most B2B workflows.
- Consumer social monitoring (brand tracking, influencer discovery): Both work well on the core platforms. Ensemble Data adds Twitch and Snapchat; ByCrawl adds Facebook (pages, posts, comments, Marketplace).
- Regional/Asia-Pacific teams: ByCrawl's Dcard, Job104, and Google Maps coverage serves APAC use cases that Ensemble Data does not.
Pricing Comparison
Pricing is where the models diverge most. Understanding the structure matters because it affects how much you actually pay at scale.
ByCrawl: Monthly Credits
ByCrawl sells monthly credit pools. Credits carry a fixed cost, and each API call consumes a set number of credits depending on the endpoint.
| Plan | Monthly Cost | Credits | Cost per Credit | Rate Limit |
|---|---|---|---|---|
| Lite | $9 | 1,000 | $0.009 | 120 req/min |
| Pro | $29 | 5,000 | $0.006 | 300 req/min |
| Power | $79 | 15,000 | $0.005 | 600 req/min |
| Elite | $159 | 30,000 | $0.005 | 1,200 req/min |
Credit costs per endpoint range from 1 to 5 credits for most calls. A user profile fetch costs 2-4 credits; a search query costs 2-4 credits. Overage is available at plan-specific rates ($0.006-$0.012/credit).
Ensemble Data: Daily Units
Ensemble Data uses daily unit allowances that reset every 24 hours. Unused units do not roll over.
| Plan | Monthly Cost | Daily Units | Cost per Unit |
|---|---|---|---|
| Free | $0 | 50 | Free |
| Wood | $100 | 1,500 | $0.0022 |
| Bronze | $200 | 5,000 | $0.0013 |
| Silver | $400 | 11,000 | $0.0012 |
| Gold | $800 | 25,000 | $0.0011 |
| Platinum | $1,400 | 50,000 | $0.0009 |
Unit costs per endpoint range from 1 to 10 units. A basic user info call costs 1 unit; detailed user info costs 10 units.
What This Means in Practice
For low-volume use cases (testing, prototyping, small-scale research): ByCrawl is significantly cheaper. The $9 Lite plan gives you 1,000 credits per month. Ensemble Data's cheapest paid plan is $100/month.
For high-volume production workloads: The math depends on your endpoint mix. Ensemble Data's per-unit cost is lower at scale ($0.0009 vs $0.005), but their daily reset means you cannot burst — if you need 10,000 requests on Monday and zero on Tuesday, you are paying for capacity you are not using. ByCrawl's monthly pool lets you burst freely within your allocation.
Entry barrier: ByCrawl has a much lower barrier to entry. A developer testing an idea can start at $9. Ensemble Data requires $100 to move past the 50-request-per-day free tier.
API Design
Both services use REST APIs with JSON responses. The differences are in the details.
Authentication
ByCrawl uses an x-api-key header:
curl -H "x-api-key: sk_byc_xxx" \
"https://api.bycrawl.com/threads/users/zuck"
Ensemble Data passes the token as a query parameter:
curl "https://ensembledata.com/apis/tt/user/info?token=your-token&username=charlidamelio"
Header-based authentication is generally preferred — it keeps credentials out of URLs, server logs, and browser history. This matters more in production environments where security hygiene is a concern.
URL Structure
ByCrawl uses a clean RESTful pattern: /{platform}/{resource}/{id}
GET /threads/users/zuck
GET /x/search/posts?query=AI+agents
GET /instagram/posts/CxG8kJ2rN4y/comments
GET /linkedin/companies/google
Ensemble Data uses abbreviated platform prefixes with operation-style paths:
GET /apis/tt/user/info?username=charlidamelio
GET /apis/ig/user/posts?username=instagram
GET /apis/red/subreddit/posts?name=technology
ByCrawl's structure is more intuitive if you are familiar with REST conventions. Ensemble Data's is more compact. Neither is objectively better — it is a matter of developer preference.
Response Format
Both return structured JSON. ByCrawl normalizes data into consistent schemas across platforms — a post from Threads and a post from X have the same field structure (text, stats, user, media, timestamps). Ensemble Data returns data closer to each platform's native structure, which means more variation between platforms.
If you are building a multi-platform product that aggregates data, ByCrawl's normalized output saves you from writing per-platform data transformers.
Unique Strengths
ByCrawl
- MCP (Model Context Protocol) support: ByCrawl ships as an MCP server, meaning AI agents (Claude, ChatGPT, custom agents) can call ByCrawl endpoints directly as tool calls. If you are building AI-powered workflows — automated research, social listening agents, outreach personalization — this is a significant integration advantage.
- Facebook Marketplace: ByCrawl supports searching and browsing Facebook Marketplace listings, a data source most scraping APIs do not touch.
- Google Maps: Place search and details, useful for local business intelligence and location-based workflows.
- Lower entry price: Production-ready API access starts at $9/month.
Ensemble Data
- Twitch and Snapchat coverage: If these platforms are critical to your workflow, Ensemble Data is the only choice between the two.
- No rate limits: Ensemble Data claims no rate limits — their infrastructure scales dynamically. ByCrawl has per-plan rate limits (120-1,200 req/min), though these are generous for most use cases.
- Longer track record: Ensemble Data has been in the market longer, which may matter for teams evaluating vendor stability.
- JavaScript SDK: If your stack is Node.js-first, Ensemble Data's JS SDK may be a convenience factor.
Which One Should You Pick?
Choose ByCrawl if:
- You need LinkedIn, Facebook, Google Maps, Dcard, or Job104 data
- You are building AI agent workflows (MCP integration)
- You want the lowest possible starting cost ($9/mo)
- You need normalized data across platforms
- Your request volume is bursty (monthly credits > daily limits)
- You are building for the Asia-Pacific market
Choose Ensemble Data if:
- You need Twitch or Snapchat data
- Your workload is high-volume and steady (daily unit economics favor predictable patterns)
- You prefer a JavaScript SDK for client-side integration
- You need the absolute lowest per-request cost at scale
Either works well if:
- Your use case centers on TikTok, Instagram, YouTube, or Reddit
- You need standard operations: user profiles, post data, search, comments
Getting Started with ByCrawl
If you want to test ByCrawl against your use case, you can be up and running in under five minutes:
- Create an account and get your API key — no credit card required for trial
- Make a test request:
import requests
response = requests.get(
"https://api.bycrawl.com/threads/users/zuck",
headers={"x-api-key": "your-api-key-here"},
)
print(response.json())
- Check out pricing when you are ready to scale
The trial includes 500 credits — enough to test across all 11 platforms and validate that the data structure fits your pipeline.
