{"uid":"cap_sdQ8B8T52Msr0okfWTlGt","slug":"thumbtack-professional-listings-scraper-x402-33b6971c","name":"Thumbtack Professional Listings Scraper (x402)","description":"Pay-per-call structured web data. Failed or empty runs are not charged.","url":"https://x402.186-241-26-229.sslip.io/v1/thumbtack?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"maxItems":{"type":"integer","default":100,"minimum":0,"description":"Stop after this many distinct professionals across all search URLs. Set 0 for no cap."},"searchUrls":{"type":"array","description":"Thumbtack instant-results URLs with a keyword or category and a five-digit ZIP code. Add locations to collect more professionals."}}},"responseSchema":{"type":"json","example":{"count":1,"items":[{"rating":null,"reviewPk":null,"avatarURL":null,"servicePk":null,"categoryPk":null,"numReviews":null,"businessName":null,"reviewQualifier":null}],"product":"thumbtack"}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.06","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.06/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.06","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.06","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_hieFuRYKpYjtj2mDWchDf","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.06","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Scrapes structured professional/business listings from Thumbtack search results by ZIP code and keyword, returning business names, ratings, review counts, and service metadata.","exampleAgentPrompt":"Pull up to 50 Thumbtack listings for house cleaners near ZIP code 10001 and give me their business names, ratings, and review counts.","exampleUseCases":[{"title":"Local contractor research for home project","prompt":"Search Thumbtack for electricians near ZIP 94103 and get me up to 30 results with their business names, ratings, and number of reviews so I can compare who to hire."},{"title":"Market research on service pro density","prompt":"I'm doing a competitive analysis — can you scrape Thumbtack for landscaping professionals in both ZIP 30301 and 30305, up to 100 results total, and give me a structured list of all the businesses with their ratings?"},{"title":"Find top-rated local tutors","prompt":"Look up Thumbtack for math tutors near ZIP 60614, pull the first 20 results, and tell me which ones have the highest ratings and most reviews."}],"resultDescription":"A JSON object containing a count and an array of professional listings, each with fields for business name, rating, number of reviews, review qualifier, avatar URL, and internal Thumbtack identifiers (servicePk, categoryPk, reviewPk). Failed or empty scrape runs are not billed.","failureModes":["Thumbtack changes its page structure, causing empty or malformed results — not charged","Invalid or non-existent ZIP code in search URL returns empty items array","Search URL does not follow Thumbtack instant-results format and yields no data","Rate limiting or blocking by Thumbtack may cause failed runs — not charged","maxItems set to 0 returns unlimited results which may take longer or hit limits"],"whenToPreferThis":"Choose this endpoint when you need structured listings data from Thumbtack specifically — including business names, ratings, and review counts for local service professionals — filtered by keyword/category and ZIP code. It is pay-per-call with no charge for failed or empty runs, making it low-risk for exploratory queries. Prefer this over general web scrapers when Thumbtack is explicitly the data source needed.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-02T03:03:42.670Z","isFirstParty":false,"canonicalSlug":"thumbtack-professional-listings-scraper-x402-33b6971c"}