Eight Meta Ad Library scrapers and APIs compared on what 1,000 ads with EU reach really cost, the fields they return and how well they plug into Claude
By: Oleg Glanz|Updated:
The best Facebook Ad Library scraper in 2026 is AdSpends if you want ads with EU reach and spend estimates inside Claude or ChatGPT without running a scraper, the Curious Coder Apify actor for the cheapest export with EU reach ($0.75 per 1,000 ads), and ScrapeCreators for developers who need a real-time REST API and MCP server.
Meta's Ad Library shows every active ad on Facebook and Instagram, but it has no export button, and the official Ad Library API only covers political ads and ads delivered in the EU. Scrapers and third-party APIs close that gap. We compared eight of them on what 1,000 ads actually cost once EU reach is included, the fields they return, how they are maintained, and how well they work with Claude and other AI agents through MCP. All prices were checked on November 2, 2026.
Best overall
On AdSpends's official website
Cheapest with EU reach
On Curious Coder (Apify)'s official website
Best developer API
On ScrapeCreators's official website
EU reach and structured ad dataCreatives, copy, dates, platforms and Meta's EU reach as clean JSON or CSV, with no manual copying from the Ad Library.
No Meta developer accountNo ID verification or app review like the official Ad Library API, and commercial ads from any country.
Built for Claude and AI agentsA hosted MCP server lets Claude, ChatGPT or Cursor search ads and analyze them in one conversation.
Usage-based pricingFree credits or a trial, then pay per ad or per month, with no annual contract.
Facebook Ad Library Scraper (Curious Coder) is the cheapest way to get 1,000 Meta ads with EU reach, at $0.75. Headline prices hide a big difference: most APIs bill per request, and one search request returns a page of about 30 ads, so plain ad lists look almost free. EU reach (Meta's eu_total_reach with its age, gender and country breakdown) only comes from a separate ad-details request, one per ad. 1,000 ads with reach therefore take about 1,034 requests. Apify actors and AdSpends include reach in the per-ad price.
| Tool | With EU reach (entry plan) | With EU reach (at volume) | Ad list only | How EU reach is returned |
|---|---|---|---|---|
| Curious Coder (Apify)Pay per event on any Apify plan | $0.75 | $0.75 | $0.75 | Included with every ad |
 ScrapeCreatorsFreelance pack: $47 for 25,000 credits | $1.94 | $1.03 | $0.06 | One extra details call per ad |
 SearchAPIDeveloper plan: $40/month for 10,000 searches | $4.13 | $1.55 | $0.13 | One extra details call per ad |
 SociaVaultStarter pack: $29 for 6,000 credits | $4.99 | $2.06 | $0.16 | One extra details call per ad |
| Apify Ads ScraperApify Starter plan ($5.80 per 1,000 on the Free plan) | $5.00 | $3.40 | $5.00 | Included with every ad |
 AdSpends1 API credit per returned ad; plans from €44/month | 1 credit / ad (price TBC) | — | Same as with reach | Included with every ad |
 Bright DataScraper API: $1 per 1,000 records (promotions as low as $0.75) | No EU reach | — | $1.00 | Not in documented fields |
 Adyntel$44/month for 5,000 credits | No EU reach | — | $0.29 | Not available |
AdSpends and ScrapeCreators are the easiest Ad Library tools to use with Claude: both run hosted MCP servers with OAuth, so you paste one URL into Claude's connectors and sign in. Both Apify actors work through the Apify MCP server, and SearchAPI, SociaVault, Adyntel and Bright Data have MCP servers as well.
For LLM work, three things matter beyond having an MCP server: whether reach comes back without an extra call per ad, how many tokens each result uses, and whether each tool tells the agent what it costs. Raw Ad Library JSON is verbose, so compact or trimmed responses leave more room in Claude's context window for the actual analysis.
| Tool | MCP server | Sign-in | AI score |
|---|---|---|---|
| AdSpends | Official hosted MCP server, 22 read-only tools | OAuth in Claude, ChatGPT and Perplexity; API key in Claude Code, Cursor and Copilot | 5/5 |
| ScrapeCreators | Official hosted MCP server plus an agent skill | OAuth in Claude and Cursor, or x-api-key header | 4.8/5 |
| Curious Coder (Apify) | Via the Apify MCP server (the actor becomes a tool) | OAuth sign-in or Apify API token | 4.6/5 |
| Apify Ads Scraper | Via the Apify MCP server (the actor becomes a tool) | OAuth sign-in or Apify API token | 4.6/5 |
| SearchAPI | Hosted MCP endpoint | OAuth bearer token or X-MCP-Token header | 4.4/5 |
| Bright Data | Bright Data MCP server (general web data tools) | API token in the server URL | 4.4/5 |
| SociaVault | Official MCP server, 107 tools (local npx or hosted) | API key | 4.4/5 |
| Adyntel | Official MCP server (Facebook, Google and LinkedIn ad search) | Email and API key in the server URL | 4.4/5 |
AdSpends
Official hosted MCP server, 22 read-only tools
Auth: OAuth in Claude, ChatGPT and Perplexity; API key in Claude Code, Cursor and Copilot
https://app.adspends.com/api/mcpclaude mcp add --transport http adspends https://app.adspends.com/api/mcp --header "Authorization: Bearer <YOUR_API_KEY>"Compact results (about 290 tokens per ad) with reach and spend already calculated, and every tool documents its credit cost, so an agent can budget its own calls.
ScrapeCreators
Official hosted MCP server plus an agent skill
Auth: OAuth in Claude and Cursor, or x-api-key header
https://api.scrapecreators.com/mcpclaude mcp add --transport http scrape-creators https://api.scrapecreators.com/mcptrim=true shrinks responses for the context window, and the social-media-research agent skill teaches Claude Code which endpoint to use and what each call costs.
Curious Coder (Apify)
Via the Apify MCP server (the actor becomes a tool)
Auth: OAuth sign-in or Apify API token
https://mcp.apify.com?tools=curious_coder/facebook-ads-library-scraperclaude mcp add --transport http apify "https://mcp.apify.com?tools=curious_coder/facebook-ads-library-scraper"Results follow Meta's verbose raw format, so ask the agent to keep only the fields it needs, or let it read the finished dataset instead of the full run output.
In the Claude apps, add the server URL under Settings → Connectors → Add custom connector. Replace placeholders such as <YOUR_API_KEY> with your own key, and never paste a key into a shared chat.
| 1,000 ads with EU reach (4.6/5) | EU reach (5/5) | AI / MCP (5/5) | Maintained by (4.9/5) | Free tier (4.6/5) |
|---|---|---|---|---|
| 1 credit / ad (price TBC)1 API credit per returned ad; plans from €44/month | Included with every ad | Official hosted MCP server, 22 read-only tools | AdSpends team (commercial SaaS) | 7-day free trial |
Best for: Ad Library data in Claude and ChatGPT without running a scraper. Pre-collected Meta ads with EU reach and ad spend estimates, served through a REST API and a 22-tool MCP server.
AdSpends is the best overall choice if you want Meta Ad Library data with EU reach inside Claude, ChatGPT or your own code, without building or babysitting a scraper. It keeps an indexed database of Meta ads, attaches EU reach and an estimated ad spend to every ad, and serves it through a REST API and a hosted MCP server.
That matters for cost: scraper APIs return EU reach only from a separate details call per ad, so 1,000 ads with reach take over 1,000 requests. With AdSpends, 1,000 ads are 1,000 credits with reach and spend already included. For AI work, responses are compact (about 290 tokens per ad) and every MCP tool lists its credit cost.
If you need every ad in every country, including ads never delivered in the EU, pair it with a raw scraper such as the Curious Coder Apify actor.
Disclosure: AdSpends is built by Oleg Glanz, the author of this guide. We rate it with the same criteria as every other tool, and list its limitations openly.
Pros and cons of AdSpends
| 1,000 ads with EU reach (5/5) | EU reach (4.8/5) | AI / MCP (4.6/5) | Maintained by (4.4/5) | Free tier (4.8/5) |
|---|---|---|---|---|
| $0.75Pay per event on any Apify plan | Included with every ad | Via the Apify MCP server (the actor becomes a tool) | Curious Coder (community developer on Apify) | $5 free Apify credit every month (no card) |
Best for: Cheap bulk exports with EU reach, no code needed. The most used Ad Library actor on Apify: $0.75 per 1,000 ads, with EU reach included when you turn on ad details.
The Curious Coder Facebook Ad Library Scraper is the cheapest way to export Meta ads with EU reach. It runs on Apify, costs $0.75 per 1,000 ads with the 'Scrape ad details' option included, and accepts any Ad Library search URL or a list of Facebook page URLs, so marketers can use it without writing code.
With 50K total users and a 4.8 rating from 114 reviews it is the most used Ad Library actor in the Apify Store. Results come back in Meta's raw format (ad archive IDs, creatives, dates, platforms and EU reach) as JSON, CSV or Excel. Through the Apify MCP server, Claude can start a run and read the results in the same chat.
Because it is maintained by a single community developer, fixes after Meta changes the Ad Library can take longer than with Apify's own actor or a commercial API.
Pros and cons of Curious Coder (Apify)
| 1,000 ads with EU reach (4.6/5) | EU reach (4.7/5) | AI / MCP (4.8/5) | Maintained by (4.7/5) | Free tier (4.7/5) |
|---|---|---|---|---|
| $1.94Freelance pack: $47 for 25,000 credits | One extra details call per ad | Official hosted MCP server plus an agent skill | ScrapeCreators (commercial API, Austin, TX) | 100 free credits (up to 7,000 more via bonuses), no card |
Best for: Developers and Claude Code users who want a real-time REST API. A real-time Meta Ad Library API with an OAuth MCP server, an agent skill and credits that never expire.
ScrapeCreators is the best Meta Ad Library API for developers and Claude Code users who want real-time data. Search by keyword or advertiser and get JSON with creatives, copy and advertiser details back in about three seconds, either over REST or through its OAuth MCP server.
Search is billed per page, so plain ad lists cost around $0.06 per 1,000 ads. EU reach is only in the Ad Details endpoint at 1 credit per ad, which puts 1,000 ads with reach at about $1.94 on the $47 pack and $1.03 on the $497 pack. Credits never expire and cached results are free.
Like every unofficial API it depends on Meta's public website, but the provider absorbs the maintenance work, so your code does not break when Meta changes the front end.
Pros and cons of ScrapeCreators
| 1,000 ads with EU reach (3.9/5) | EU reach (4.9/5) | AI / MCP (4.6/5) | Maintained by (4.8/5) | Free tier (4.2/5) |
|---|---|---|---|---|
| $5.00Apify Starter plan ($5.80 per 1,000 on the Free plan) | Included with every ad | Via the Apify MCP server (the actor becomes a tool) | Apify (platform team) | $5 free Apify credit every month (~860 ads) |
Best for: Apify users who want an officially maintained actor. Apify's own Ad Library actor: all Meta placements, rich filters, reach estimates and fixes within days.
Apify's own Facebook Ads Library Scraper is the most robust actor for teams that cannot afford broken runs. It is maintained by Apify's platform team, with a typical issue response of under two days, and covers every Meta placement from Facebook and Instagram to WhatsApp, Threads and Audience Network.
It costs $5.00 per 1,000 ads on Apify Starter ($5.80 on Free, $3.40 on Business), with ad details and reach estimates included. Its filters (dates, status, media type, sort by impressions) let you scrape fewer, more relevant ads, which also keeps results small enough to hand to Claude through the Apify MCP server.
Pros and cons of Apify Ads Scraper
| 1,000 ads with EU reach (4.1/5) | EU reach (4.5/5) | AI / MCP (4.4/5) | Maintained by (4.8/5) | Free tier (4.4/5) |
|---|---|---|---|---|
| $4.13Developer plan: $40/month for 10,000 searches | One extra details call per ad | Hosted MCP endpoint | SearchApi (commercial API) | 100 free requests, no card |
Best for: Teams that also need Google, TikTok, LinkedIn and Reddit ad libraries. A SERP-style API with meta_ad_library and ad-details engines, structured JSON and a 99.9% SLA.
SearchAPI.io is the best option if you need the Meta Ad Library alongside other ad libraries in one API. Its meta_ad_library engine returns structured JSON for keyword or page searches, and the meta_ad_library_ad_details engine adds EU and UK transparency data for each ad.
Because reach needs one details search per ad, 1,000 ads with EU reach cost about $4.13 on the $40 Developer plan and about $1.55 on the largest plans. Only successful searches are billed, and a hosted MCP endpoint lets AI agents call the same engines.
Pros and cons of SearchAPI
| 1,000 ads with EU reach (4.2/5) | EU reach (3.9/5) | AI / MCP (4.4/5) | Maintained by (4.8/5) | Free tier (4.8/5) |
|---|---|---|---|---|
| No EU reachScraper API: $1 per 1,000 records (promotions as low as $0.75) | Not in documented fields | Bright Data MCP server (general web data tools) | Bright Data (enterprise data provider) | 5,000 free records per month, no card |
Best for: Large-volume collection with enterprise compliance. Enterprise scraper APIs for the Meta Ad Library, with 5,000 free records per month.
Bright Data is the best choice for enterprise-scale Ad Library collection. It offers dedicated Meta Ad Library scrapers (by URL or keyword discovery) priced per record from $1 per 1,000 ads, with 5,000 free records every month and delivery straight to S3, Google Cloud or Azure.
EU reach is not among its documented Ad Library fields, so if reach is the point of your research, check a sample first. Its MCP server gives AI agents general web access, but a solo marketer will find ScrapeCreators or Apify quicker to start with.
Pros and cons of Bright Data
| 1,000 ads with EU reach (4/5) | EU reach (4.3/5) | AI / MCP (4.4/5) | Maintained by (4.4/5) | Free tier (4.2/5) |
|---|---|---|---|---|
| $4.99Starter pack: $29 for 6,000 credits | One extra details call per ad | Official MCP server, 107 tools (local npx or hosted) | SociaVault by Ziddec, Inc. | 50 free credits, no card |
Best for: Small projects that prefer one-time credit packs. A multi-platform social data API with Facebook Ad Library endpoints, an MCP server and credits that never expire.
SociaVault is a good pick for small, irregular projects. It sells one-time credit packs (from $29 for 6,000 credits) that never expire, and its Facebook Ad Library endpoints cover keyword search, all ads of a company, ad details and company search.
EU reach sits in the Ad Details endpoint, so 1,000 ads with reach cost about $4.99 on the Starter pack and about $2.06 on the $399 pack. An MCP server with 107 tools connects it to Claude, Cursor and ChatGPT.
Pros and cons of SociaVault
| 1,000 ads with EU reach (3.8/5) | EU reach (3.7/5) | AI / MCP (4.4/5) | Maintained by (4.6/5) | Free tier (4.1/5) |
|---|---|---|---|---|
| No EU reach$44/month for 5,000 credits | Not available | Official MCP server (Facebook, Google and LinkedIn ad search) | Adyntel (commercial API) | 50 free credits, no card |
Best for: Sales and RevOps teams enriching leads by domain. Send a company domain, get its Meta, Google, LinkedIn and TikTok ads back, in Clay or through MCP.
Adyntel is the best fit for sales and RevOps teams. You send a company domain and get back whether it advertises on Meta, Google, LinkedIn or TikTok, with the ad copy, creatives and links, so you can qualify accounts or personalize outreach in Clay or through its MCP server.
It charges one credit per request or results page ($44/month for 5,000 credits), and it does not return EU reach. For reach-based or keyword-driven creative research, the other tools in this list are a better fit.
Pros and cons of Adyntel
Scroll sideways to see all eight tools.
| Provider | Best overall AdSpends | —Curious Coder (Apify) | — ScrapeCreators | —Apify Ads Scraper | —SearchAPI | — Bright Data | — SociaVault | — Adyntel |
|---|---|---|---|---|---|---|---|---|
| Overall score | 4.83 | 4.70 | 4.69 | 4.51 | 4.46 | 4.37 | 4.30 | 4.24 |
| 1,000 ads with EU reach | 1 credit / ad (price TBC) | $0.75 | $1.94 | $5.00 | $4.13 | No EU reach | $4.99 | No EU reach |
| With EU reach, at volume | Free | $0.75 | $1.03 | $3.40 | $1.55 | — | $2.06 | — |
| How EU reach is returned | Included with every ad | Included with every ad | One extra details call per ad | Included with every ad | One extra details call per ad | Not in documented fields | One extra details call per ad | Not available |
| MCP server | Official hosted MCP server, 22 read-only tools | Via the Apify MCP server (the actor becomes a tool) | Official hosted MCP server plus an agent skill | Via the Apify MCP server (the actor becomes a tool) | Hosted MCP endpoint | Bright Data MCP server (general web data tools) | Official MCP server, 107 tools (local npx or hosted) | Official MCP server (Facebook, Google and LinkedIn ad search) |
| Claude sign-in | OAuth in Claude, ChatGPT and Perplexity; API key in Claude Code, Cursor and Copilot | OAuth sign-in or Apify API token | OAuth in Claude and Cursor, or x-api-key header | OAuth sign-in or Apify API token | OAuth bearer token or X-MCP-Token header | API token in the server URL | API key | Email and API key in the server URL |
| Best for | Ad Library data in Claude and ChatGPT without running a scraper | Cheap bulk exports with EU reach, no code needed | Developers and Claude Code users who want a real-time REST API | Apify users who want an officially maintained actor | Teams that also need Google, TikTok, LinkedIn and Reddit ad libraries | Large-volume collection with enterprise compliance | Small projects that prefer one-time credit packs | Sales and RevOps teams enriching leads by domain |
| Entry plan | €44/month (Starter, billed monthly) | $0.75 per 1,000 ads | $47 for 25,000 credits (~$1.88 per 1,000 requests) | $5.00 per 1,000 ads (Starter), $5.80 on Free | $40/month for 10,000 searches ($4 per 1,000) | From $1 per 1,000 records (promotions as low as $0.75) | $29 for 6,000 credits (one-time) | $44/month for 5,000 credits |
| Free tier | 7-day free trial | $5 free Apify credit every month (no card) | 100 free credits (up to 7,000 more via bonuses), no card | $5 free Apify credit every month (~860 ads) | 100 free requests, no card | 5,000 free records per month, no card | 50 free credits, no card | 50 free credits, no card |
| Search by | Keyword, brand/advertiser, landing page, market, category, niche | Ad Library search URL, list of Facebook page URLs | Keyword, advertiser/company, ad ID or URL | Facebook page URLs, Ad Library URLs, keyword, country, language, media type, dates | Keyword, page ID, location, ad type, platform, media type, language, dates | Ad Library URL, keyword discovery | Keyword, company name, ad ID | Company domain, Facebook page URL, keyword, LinkedIn page ID |
| Other ad libraries | Meta only (Facebook, Instagram) | Meta only (separate actors exist for Google and LinkedIn) | Meta, Google, LinkedIn and TikTok ad libraries plus 20+ social platforms | Meta only (Facebook, Instagram, WhatsApp, Threads, Messenger, Audience Network) | Meta, LinkedIn, TikTok and Reddit ad libraries, Google Ads Transparency Center, 50+ search engines | Meta Ad Library plus 1,200+ other scraper APIs and datasets | Meta, Google, LinkedIn and TikTok ad libraries plus 25+ platforms | Meta, Google Ads Transparency, LinkedIn and TikTok |
| Integrations | REST API with OpenAPI spec, n8n and cron jobs via the API, share links | Apify API, JSON/CSV/Excel export, Make, Zapier, n8n, webhooks | REST API, CLI, n8n, Apify | Apify API, Make, Zapier, n8n, webhooks, e-commerce enrichment add-on | REST API, SDKs, HTML/JSON result archive | REST API, webhooks, delivery to S3, GCS or Azure | REST API, API playground | REST API, Clay, Slack, HubSpot, webhooks |
| Maintained by | AdSpends team (commercial SaaS) | Curious Coder (community developer on Apify) | ScrapeCreators (commercial API, Austin, TX) | Apify (platform team) | SearchApi (commercial API) | Bright Data (enterprise data provider) | SociaVault by Ziddec, Inc. | Adyntel (commercial API) |
| Visit | Learn More | Learn More | Learn More | Learn More | Learn More | Learn More | Learn More | Learn More |
Meta offers a free Ad Library API, but access requires identity confirmation and a Meta developer app. It returns ads about social issues, elections or politics, and ads delivered in the EU with the reach data required by the Digital Services Act. Commercial ads that ran only outside the EU are not available through it.
Third-party scrapers read the same public Ad Library website a person would see, so they return every active ad in any country, with no developer verification. The trade-off is that they depend on Meta's front end: when Meta changes it, someone has to fix the scraper. With a commercial API (AdSpends, ScrapeCreators, SearchAPI, Bright Data) that someone is the vendor; with a self-hosted GitHub script it is you.
| Feature | Official Meta API | Third-party scraper or API |
|---|---|---|
| Cost | Free | From $0.75 per 1,000 ads with EU reach |
| Setup | ID verification + developer app | API key, OAuth or no-code form |
| Commercial ads outside the EU | No | Yes |
| EU reach data | Yes | Yes (most tools, often via a details call) |
| Creatives (images, videos) | Snapshot URL only | Direct media URLs |
| MCP server for Claude | No | Yes (most tools) |
| Breaks when Meta changes the site | No | Possible; vendor fixes it |
Every tool gets a score from 1 to 5 on 7 criteria. The overall rating is the plain average, so no criterion is quietly weighted in favor of any tool. Full details are on our methodology page.
What 1,000 ads cost with EU reach data included, on the entry plan and at volume, plus minimum spend and whether credits expire.
Which Ad Library fields come back: creatives, copy, dates, platforms, EU total reach with age/gender/country breakdown, spend estimates, landing pages.
Who maintains the scraper, how fast breakages get fixed after Meta changes the Ad Library, and published success rates or SLAs.
Time from sign-up to first usable dataset, quality of docs, and whether non-developers can use it.
Official MCP server for Claude, ChatGPT or Cursor, OAuth sign-in, compact LLM-friendly responses, agent skills and documented credit cost per call.
REST API, SDKs, CSV/JSON exports, webhooks, Clay, Make, Zapier and n8n.
How much real data you can pull before paying, and whether a credit card is required.
A Facebook Ad Library scraper is a tool or API that collects ads from Meta's public Ad Library (facebook.com/ads/library) in bulk and returns them as structured data such as JSON or CSV. Typical fields are the advertiser page, ad copy, images and videos, start and end dates, platforms, and for EU ads, reach figures.
AdSpends is our top pick overall because every ad comes with EU reach and a spend estimate, served through an API and an MCP server for Claude and ChatGPT. The Curious Coder Apify actor is the cheapest with EU reach at $0.75 per 1,000 ads, and ScrapeCreators is the best real-time REST API for developers.
Between $0.75 and about $5 with the tools in this guide. Apify actors include reach in the per-ad price ($0.75 with Curious Coder, $5.00 with Apify's own actor on Starter). APIs like ScrapeCreators ($1.94), SearchAPI ($4.13) and SociaVault ($4.99) need one extra ad-details request per ad. AdSpends includes reach in every result at 1 credit per ad.
Under the EU Digital Services Act, Meta publishes how many EU accounts saw each ad, broken down by country, age and gender. In API responses it usually appears as eu_total_reach inside aaa_info or eu_transparency. Most scrapers only return it from a separate ad-details request.
AdSpends, ScrapeCreators, SearchAPI, SociaVault and Adyntel run their own MCP servers, and both Apify actors can be called through the Apify MCP server. AdSpends and ScrapeCreators support OAuth, so you connect them in Claude by pasting one URL and signing in.
Use an MCP server. In Claude, open Settings → Connectors → Add custom connector and paste the server URL, for example https://app.adspends.com/api/mcp or https://api.scrapecreators.com/mcp, then sign in. In Claude Code, run claude mcp add --transport http with the same URL.
Yes. Meta's Ad Library API is free, but you must confirm your identity and create a developer app. It returns ads about social issues, elections or politics, plus ads delivered in the EU, and does not cover every commercial ad shown outside the EU. That gap is why most marketers use third-party scrapers.
The Ad Library is public, and the tools in this guide only collect publicly displayed ad data. However, Meta's terms restrict automated collection, and ads can contain personal data protected by laws such as the GDPR. Use the data for research, avoid collecting personal data you do not need, and ask a lawyer if you plan to resell it.
Meta only publishes spend ranges for political and social issue ads. For other ads delivered in the EU, Meta publishes reach, which tools like AdSpends convert into spend estimates (at a €30 CPM). These estimates are useful for comparing ads and brands, but they are not exact budgets.
Choosing between two finalists? Each comparison puts price, EU reach, data fields and Claude support side by side.
Oleg Glanz is a performance marketer who builds direct-response funnels for e-commerce brands through FullFunnelSetup.com. Meta Ad Library research is part of his daily work, which is why he built AdSpends, an ad intelligence tool that turns Ad Library data into searchable ads, landing pages and ad spend estimates.
He writes AdLibraryScraper.com to document what each scraper and API actually returns, what it costs, and where it breaks, so marketers and developers can pick the right data source without trial and error.
