Use cases
Explore workflows for search, maps, apps, social, marketplaces, audio, crypto, finance, and AI-agent products built on Crawlora's structured public web data APIs.
Crawlora helps teams move from brittle scraping scripts to production-ready public web data workflows. Use platform-specific APIs, normalized JSON, browser-backed execution, managed proxy routing, retries, usage tracking, and credit-based pricing to build reliable data products faster.
Production workflow
01
Search, maps, video, app stores, marketplaces, reviews, finance, or product research.
02
Use platform-specific endpoints instead of generic fetch-and-parse code.
03
Store cleaner records for dashboards, agents, alerts, and research workflows.
04
Use API keys, credit-based pricing, rate limits, and transparent failure context.
Use-case library
Each page maps a practical product workflow to Crawlora's structured public web data APIs, responsible-use boundaries, and relevant platform documentation.
Search
Track keyword rankings, ranking URLs, snippets, SERP changes, and competitive visibility across search workflows.
View workflowWorkflow
Build keyword tracking dashboards from structured Google, Bing, and Brave search result snapshots.
View workflowWorkflow
Store recurring SERP checks for keyword, URL, snippet, and competitor monitoring workflows.
View workflowWorkflow
Use Crawlora as the structured search data layer behind white-label SEO dashboards and agency reports.
View workflowWorkflow
Check keyword positions, ranking URLs, snippets, and search context with structured search snapshots.
View workflowMaps
Collect and enrich local business data for B2B lead generation, market mapping, and local intelligence.
View workflowWorkflow
Build local and B2B lead lists and enrich CRMs with business and company data from Google Maps, LinkedIn, and SimilarWeb.
View workflowWorkflow
Monitor Reddit posts, comments, and subreddit discussions for social listening, brand monitoring, and community research.
View workflowWorkflow
Monitor brand mentions, reviews, and ratings across Trustpilot, Reddit, app stores, and TikTok for reputation and sentiment.
View workflowWorkflow
Feed RAG pipelines with structured public web data — search results, transcripts, and discussions — ready to chunk and embed.
View workflowWorkflow
Research lodging, destination, venue, availability, and public travel review signals.
View workflowWorkflow
Monitor property search, home details, rental and sale markets, and listing intelligence.
View workflowApp stores
Analyze app reviews, ratings, version changes, and competitor feedback from app stores.
View workflowWorkflow
Track reviews, ratings, competitors, and customer feedback across public reputation sources.
View workflowSocial
Track creators, videos, hashtags, comments, music, and trend signals for social research.
View workflowVideo
Research channels, videos, comments, playlists, captions, transcripts, Shorts, and creator performance.
View workflowVideo
Collect transcripts and captions for AI summarization, research, content analysis, and knowledge workflows.
View workflowMarketplace
Monitor product listings, prices, availability, reviews, and competitive e-commerce data.
View workflowWorkflow
Track marketplace prices, availability, sellers, and MAP compliance across Amazon, eBay, Shopify, and Shop.app.
View workflowWorkflow
Research product search, prices, availability, Shopify storefront catalogs, shop catalogs, reviews, variants, and marketplace signals.
View workflowCommerce
Monitor public Shopify storefront products, collections, pages, search suggestions, recommendations, and sitemap URLs.
View workflowStartup
Track launches, makers, reviews, upvotes, topics, and startup discovery signals.
View workflowWorkflow
Research Spotify catalog, playlists, tracks, artists, albums, charts, and country trends.
View workflowAudio
Research podcast shows, episodes, charts, Spotify catalog data, and agent-native audio tools.
View workflowCrypto
Build crypto market research dashboards, token discovery workflows, and AI assistants from public CoinGecko data.
View workflowWorkflow
Collect finance, crypto, app-store, web-traffic, and search-interest signals as normalized JSON for investment research.
View workflowFinance
Build finance research dashboards, watchlists, market monitors, and enrichment workflows from public finance data.
View workflowAI
Feed AI agents and automation workflows with structured public web data instead of raw HTML.
View workflowWorkflow
Size demand, validate categories, and track competitors with structured search, trends, marketplace, and web-traffic signals.
View workflowWorkflow
Enrich CRM and B2B records with public company, product, web-traffic, and launch data from LinkedIn, SimilarWeb, and Product Hunt.
View workflowWorkflow
Collect structured public records from Polymarket, Kalshi, and Metaculus for research dashboards, forecast tracking, and AI research assistants — without treating Crawlora as a trading feed or investment adviser.
View workflowWorkflow
Collect structured public records from IMDb, Rotten Tomatoes, and Box Office Mojo for catalog enrichment, ratings and review monitoring, box-office dashboards, and AI research assistants.
View workflowWorkflow
Skip brittle HTML parsing. Crawlora turns supported platforms into structured JSON that LLMs and AI agents can consume directly — over documented REST endpoints and hosted MCP tools.
View workflowWorkflow
Collect public real estate listing and home-detail data without maintaining property scrapers. Crawlora's Zillow API returns structured JSON for property search, home details, and location lookups.
View workflowWorkflow
Give LLMs and AI agents live web search as a tool — Google, Bing, and Brave results plus news as structured JSON, over REST and hosted MCP tools.
View workflowWorkflow
Scrape Google Maps reviews and ratings as structured JSON for reputation, local-SEO, and CX analytics.
View workflowWorkflow
Scrape Amazon product reviews and ratings as structured JSON for voice-of-customer and sentiment analysis.
View workflowChoose by team
Different teams search for different outcomes. Start with the buyer's workflow, then pick the platform APIs behind it.
SERP monitoring API and keyword visibility workflows.
OpenBrand mentions, reviews, and sentiment across reviews, social, and app stores.
OpenStructured public web data to ground RAG pipelines and agents.
OpenGoogle Maps business discovery and local intelligence.
OpenLocal and B2B lead lists and CRM enrichment from Google Maps, LinkedIn, and SimilarWeb.
OpenAirbnb and TripAdvisor lodging, venue, and review research.
OpenZillow property search, home detail, and market intelligence workflows.
OpenApp Store and Google Play review analysis.
OpenReview monitoring across Trustpilot, travel, app store, and product sources.
OpenReddit social listening, brand monitoring, and community trend research.
OpenTikTok and YouTube creator intelligence.
OpenSpotify catalog, playlist, artist, track, and chart intelligence.
OpenSpotify and Apple Podcasts research workflows.
OpenCoinGecko market, token, category, chain, exchange, NFT, unlock, and news workflows.
OpenFinance research dashboards, watchlists, and market monitoring workflows.
OpenFinance, crypto, app-store, web-traffic, and search-interest signals for research.
OpenSearch, trends, marketplace, and web-traffic signals for demand sizing and competitor tracking.
OpenPublic company, product, web-traffic, and launch data for CRM enrichment.
OpenShopify, Shop.app, Amazon, and eBay product intelligence.
OpenMarketplace price, availability, and MAP compliance monitoring.
OpenPublic Shopify storefront catalog, collection, page, suggestion, and sitemap monitoring.
OpenProduct Hunt launch and market research.
OpenStructured public web data for AI agents.
OpenChoose by data source
Crawlora focuses on supported public platform APIs where normalized JSON is more useful than raw HTML.
Google Search, Google Trends, Bing, and Brave search workflows.
OpenGoogle Maps local business and place data.
OpenAirbnb stays and TripAdvisor destination workflows.
OpenZillow property search, regions, and public home detail workflows.
OpenTikTok, YouTube, and Instagram public content workflows.
OpenApple App Store and Google Play app data.
OpenJustWatch, Spotify, Spotify Podcasts, and Apple Podcasts workflows.
OpenSpotify, Spotify Podcasts, and Apple Podcasts workflows.
OpenShopify storefront, Shop.app, Amazon, and eBay product workflows.
OpenTrustpilot, Product Hunt, SimilarWeb, and LinkedIn workflows.
OpenCoinGecko public crypto market, coin, category, chain, exchange, NFT, unlock, and news workflows.
OpenYahoo Finance and Google Finance public market data workflows.
OpenBrowse Crawlora's documented APIs, test requests in the Playground, and connect supported public web data sources to your product.