Top 5 Crowdfunding Data Scraping Tools

A few years ago, the conversation around crowdfunding data scraping centered on theory: whether it was a threat to platforms or an opportunity for businesses. 

That debate still matters, but the market has moved on. 

Today, the practical side is impossible to ignore. Data scraping has become a working tool used by investors, analysts, agencies, and founders who want to understand trends, track competitors, and identify promising campaigns early.

Crowdfunding platforms like Kickstarter and Indiegogo generate vast amounts of structured and unstructured data: 

• funding progress
• backer behavior
• campaign updates
• categories
• pricing tiers, and more. 

Extracting and organizing that information manually is not realistic at scale. That is where dedicated scraping tools and APIs come in.

Below is a clear look at five of the most relevant crowdfunding data scraping tools available today, including their strengths, limitations, and pricing approaches.

ScrapingBee

If you want something straightforward that works without much setup, the Kickstarter Scraper API from ScrapingBee¹ is one of the easiest entry points.

This tool focuses on simplicity. It allows you to extract structured data from Kickstarter projects using a clean API interface. Instead of building your own scraper, dealing with anti-bot protections, or maintaining infrastructure, you send a request and receive campaign data in return.

Main features

• Extract campaign details such as title, funding amount, number of backers, and deadlines
• Handles proxies and anti-bot measures automatically
• Simple REST API integration
• Works well for both small-scale and mid-level data collection

Pricing

ScrapingBee typically offers free credits to get started, which is useful for testing. After that, pricing is usage-based, depending on API calls and data volume.

Best for

Startups, analysts, and developers who want quick access to Kickstarter data without building a custom scraping pipeline.

Kickstarter scraper on Apify

Apify² has become a major player in the scraping space, offering both ready-made tools and custom automation capabilities. The Kickstarter Scraper built by Automation Lab is one of the more flexible options available.

Unlike simpler APIs, this tool allows deeper customization. You can define search queries, filter campaigns by category or status, and extract large datasets in bulk.

Main features

• Scrapes campaign listings and detailed project pages
• Supports filtering by keywords, categories, and funding status
• Outputs structured datasets (JSON, CSV, etc.)
• Runs in the cloud with scalable infrastructure

Pricing

Apify uses a pay-as-you-go model based on compute usage (measured in platform credits). There is usually a free tier, but serious usage requires a paid plan.

Best for

Users who need more control over what data is collected and want to scale scraping operations without managing servers.

Piloterr

Piloterr³ offers another approach to Kickstarter data extraction; it focuses on providing a stable and developer-friendly API.

This tool is less about experimentation and more about reliability. It is designed for applications that need consistent access to campaign data, such as dashboards, analytics platforms, or monitoring tools.

Main features

• Structured access to project-level data
• Fast API response times
• Designed for integration into applications
• Includes filtering and query capabilities

Pricing

Piloterr typically provides a free trial, followed by subscription-based pricing depending on request volume and usage.

Best for

Developers building production-grade tools that rely on consistent and predictable Kickstarter data access.

Bright Data

Bright Data⁴ takes a more enterprise-level approach to web scraping. Its Indiegogo scraper is part of a broader ecosystem that includes proxy networks, data collection tools, and automation systems.

This is not a lightweight solution. It is designed for organizations that need large-scale data extraction with high reliability, even from complex or protected websites.

Main features

• Extracts campaign data, updates, and engagement metrics
• Built on a powerful proxy infrastructure
• Handles dynamic content and anti-scraping defenses
• Offers both ready-made datasets and custom scraping

Pricing

Bright Data is one of the more expensive options. Pricing depends on bandwidth, requests, and additional services. It is clearly aimed at businesses rather than individual users.

Best for

Companies that require large-scale data collection and are willing to pay for reliability and performance.

Indiegogo scraper on Apify

Apify⁵ appears again on this list with another specialized tool, this time focused on Indiegogo. Built by Jupri, this scraper provides a more accessible alternative to enterprise solutions like Bright Data.

It balances ease of use with flexibility, making it suitable for both smaller teams and growing projects.

Main features

• Scrapes campaign pages, funding data, and campaign descriptions
• Cloud-based execution with no infrastructure setup
• Export options for further analysis
• Can be customized or extended within the Apify platform

Pricing

Like other Apify tools, pricing is based on usage. There is typically a free tier, which is enough for testing and small projects.

Best for

Users who want a practical, mid-range solution for scraping Indiegogo without investing in enterprise tools.

Crowdfunding data scraping tools comparison table

From market intelligence to market leadership

Data scraping is the ultimate shortcut to market research. By using the tools listed above, you can strip away the guesswork and see exactly which campaign structures, interest rates, and investor behaviors are driving success in today’s economy.

Knowing that a specific niche is underserved is one thing; launching a compliant, secure, and professional environment to capture that niche is another.

This is where LenderKit comes in.

As a highly flexible, white-label crowdfunding software, LenderKit allows you to take the insights gathered from your scraping efforts and turn them into a fully branded investment ecosystem. Whether you’ve identified a gap in real estate debt, green energy equity, or SME lending, LenderKit provides the technical and regulatory framework to get you to market faster.

• Act on Trends: Scale your platform based on the high-performing niches your data reveals.
  
• Customizable Infrastructure: Tailor the investor portal and admin dashboard to match the successful UX patterns you’ve observed in the market.
  
• Enterprise-Grade Security: Move beyond “testing the waters” with a robust back-office that handles KYC/AML, automated distributions, and document management.

The scrapers give you the map; LenderKit gives you the vehicle. Don’t just watch the market — own a piece of it.