LightFeed
Competitor intelligence platform for retail tracking pricing, promotions, and SEO strategies across chains.
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What is LightFeed?
Lightfeed is an AI-powered web data pipeline platform that transforms websites into clean, structured, and searchable databases. Users simply describe what data they need in natural language prompts, and Lightfeed's AI agents research across the entire web to extract accurate, up-to-date structured data without requiring any coding, CSS selectors, or XPaths.
Key features include AI extraction from any website using vision-language models, deep research across entire websites including subpages, automatic schema creation from prompts, managed databases with automatic deduplication and change tracking, built-in value tracking with historical versioning, embedding search endpoints for RAG applications, and seamless integration via API (Node/Python SDKs or REST), email alerts, webhooks, Zapier, and Shopify. The platform supports extraction from regular websites, LinkedIn profiles, e-commerce platforms, real estate listings, news sites, Google Search results, forums, and documentation.
Lightfeed is designed for data-driven companies, data engineering teams, retail competitor intelligence teams, lead generation specialists, market researchers, AI application developers, and businesses that need scalable web research without maintaining brittle scrapers or complex data pipelines. It eliminates manual research, ongoing maintenance, and fragile workflows by providing a fully managed database that stays fresh with regular automatic updates.
The platform emphasizes security and privacy with no training data (user data never used to train AI models), industry-standard TLS encryption for data in transit, and tenant isolation architecture with row-level security controls for complete environment separation between users.
LightFeed pricing
Pricing model: Freemium
Lightfeed uses a simple credit-based pricing model where you pay per record extracted (each product, listing, or data enrichment equals one credit). Each credit costs roughly one cent to a few cents depending on your plan tier. Plans include: Free ($0 one-time) with 10/min rate limit and 30 days data retention; Starter ($49/month) most popular with 100/min rate limit and 90 days retention; Pro ($125/month) best value with 500/min rate limit and custom retention; Business (custom pricing) with custom token limit, custom credit limit, custom rate limit, and custom retention. All plans include upfront credits with no hidden fees. Features like API access, deduplication, value tracking, deep link extraction, AI agent navigation, captcha solving, premium proxies, Slack support, teammate invites, and custom integrations are included in Starter, Pro, and Business but not Free.
LightFeed pros
- No coding required - use natural language prompts instead of CSS selectors or XPaths
- Adapts to website changes automatically without manual maintenance
- Fully managed database with automatic deduplication and change tracking
- Extracts from any website type including dynamic content and pagination
- Deep research across entire websites including all subpages
- Built-in value tracking with historical versioning and price comparison
- Real-time embedding search endpoints for RAG applications
- Advanced block-bypassing techniques and captcha solving
- Premium proxies included for reliable data extraction
- Automatic database updates on defined schedules for data freshness
- Semantic extraction using LLMs that analyzes content meaning rather than structure
- AI agent navigation handles form inputs and interactive website elements
- Multiple integration options: API, email alerts, webhooks, Zapier, Shopify
- Transparent credit-based pricing with no hidden fees based on page complexity
- Supports LinkedIn company/user profiles, e-commerce, real estate, news, forums
- Row-level security controls and tenant isolation for data privacy
- Data never used to train AI models - strict data boundaries maintained
LightFeed cons
- Free plan has low rate limit of only 10 requests per minute
- Free plan includes only 30 days of data retention
- Starter plan limits to 90 days data retention
- Webhook integration marked as 'coming soon' - not yet available
- Zapier integration marked as 'coming soon' - not yet available
- Model Context Protocol (MCP) integration marked as 'coming soon'
- Credit costs roughly 1-3 cents per record which can accumulate for large datasets
- Business plan requires custom negotiation rather than fixed pricing
- Free plan lacks deduplication, value tracking, and deep link extraction features
- Free plan does not include Slack support or teammate invitation capabilities
Frequently asked questions about LightFeed
How does Lightfeed's credit-based pricing work?
Lightfeed uses a simple credit-based model where you pay per record extracted. Each product, listing, or data enrichment equals one credit. This makes costs predictable and transparent - you know exactly what you're paying for with no surprises based on page complexity or content length. Each credit costs roughly one cent to a few cents depending on your plan tier, and all credits are provided upfront with no hidden fees.
Do I need to write any code to use Lightfeed?
No code is required. You use natural language to describe what you need instead of writing CSS selectors or XPaths. Lightfeed creates a schema automatically from your description, defining the fields and structure. Just describe what you need, and AI models handle the extraction.
How does Lightfeed handle website changes and updates?
Lightfeed adapts to website changes automatically. The LLM-based approach focuses on content meaning rather than page structure, so extractions remain reliable even when websites update their layouts. This eliminates the need for manual scraper maintenance that traditional scraping solutions require.
What types of websites can Lightfeed extract data from?
Lightfeed can extract from regular websites, LinkedIn company and user profiles, e-commerce platforms, real estate listings, news and media sites, Google Search results, forums and discussion boards, and documentation sites. It uses advanced techniques to bypass blocks and handle dynamic content across all these sources.
How does Lightfeed keep my database updated?
Lightfeed updates your database automatically on your defined schedule, maintaining data freshness while handling deduplication. This allows you to query and analyze your data in one place without building infrastructure. The managed database stays fresh with regular automatic updates.
What integration options does Lightfeed offer?
Lightfeed offers multiple integration options: API access with simple Node/Python SDKs or REST API, automated email alerts on new data or changes, webhook support for custom workflows (coming soon), Zapier integration connecting to 5,000+ applications (coming soon), and Shopify integration. This allows seamless integration with your existing tools and workflows.
Is my data used to train AI models?
No. Lightfeed maintains strict data boundaries - your data is never used to train AI models. No Training Data is a foundational security principle, not an afterthought. This maintains complete separation between user environments with tenant isolation architecture and row-level security controls.
What features are included in the Free plan versus paid plans?
The Free plan ($0 one-time) includes 10/min rate limit and 30 days data retention with API access only. Starter ($49/mo) adds 100/min rate limit, 90 days retention, deduplication, value tracking, deep link extraction, AI agent navigation, captcha solving, premium proxies, Slack support, teammate invites, and custom integrations. Pro ($125/mo) adds 500/min rate limit and custom retention. Business offers custom limits for all features.
How does Lightfeed's AI extraction work?
Lightfeed leverages LLMs to extract structured data by analyzing page content semantically to identify and extract specific information matching your requirements. It uses the best vision-language models to extract any website, employs AI agents to navigate website interactions intelligently handling pagination and form inputs, and crawls targeted websites using advanced techniques to bypass blocks and handle dynamic elements that traditional scrapers can't process.
What is Lightfeed's value tracking feature?
Built-in value tracking monitors and records data changes in real-time with historical versioning and value comparison. You can track changes over time, see price history (e.g., $89.00 was $89.00), and monitor percentage changes (e.g., +6.74% over 7 days). This allows you to monitor product prices, regulations, and other valuable data changes automatically.