{"uid":"cap_54_HeUau7NvmHgn_wjVWD","slug":"crowdpull-review-complaint-mining-api-8355c694","name":"CrowdPull Review & Complaint Mining API","description":"CrowdPull turns public web pages into useful datasets for marketplaces, housing, reviews, jobs, social posts, drug prices, video, and public records.","url":"https://crowdpull.click/api/workflows/review-complaints","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"input":{"type":"object","properties":{"query":{"type":"string","description":"Main search term, keyword, product, role, company, or item."},"filters":{"type":"object","additionalProperties":true},"sources":{"type":"array","items":{"enum":["aliexpress-reviews-scraper","target-products-scraper","flipkart-products-scraper"],"type":"string"},"description":"Optional subset of sources to run. Omit to use the workflow defaults."},"location":{"type":"string","description":"City, ZIP, state, market, or source-supported location."},"maxItems":{"type":"integer","default":25,"maximum":250,"minimum":1},"searchQuery":{"type":"string","description":"Alias for query."},"maxPerSource":{"type":"integer","default":25,"maximum":100,"minimum":1},"sourceInputs":{"type":"object","description":"Optional per-source input overrides keyed by source name.","additionalProperties":true},"includeDetails":{"type":"boolean","default":false},"includeEnrichment":{"type":"boolean","default":true}},"description":"Review Complaint Mining Bundle request. CrowdPull fans this out to the selected public-data sources, then normalizes, deduplicates, and ranks the rows.","additionalProperties":true},"options":{"type":"object","properties":{"build":{"type":"string","maxLength":100,"minLength":1},"memory":{"type":"integer","maximum":8192,"minimum":128},"waitForFinishSeconds":{"type":"integer","default":10,"maximum":60,"minimum":0}},"description":"Optional CrowdPull job options. CrowdPull caps each paid job so low-cost agent calls cannot accidentally start a large collection.","additionalProperties":false}}},"responseSchema":{"type":"json","example":{"type":"object","required":["token","workflow","jobs"],"properties":{"jobs":{"type":"array","items":{"type":"object"}},"token":{"type":"string"},"workflow":{"type":"string"}},"additionalProperties":true}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.19","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":"$0.19/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.19","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.19","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_2zNSepZne8Kd7ra65n4Zq","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.19","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Scrapes and normalizes customer reviews and complaints from AliExpress, Target, and Flipkart into ranked, deduplicated datasets","exampleAgentPrompt":"Pull up to 50 customer reviews and complaints about the 'Anker PowerCore 10000' from AliExpress and Target — I want normalized, deduplicated results with enrichment included so I can see what people are unhappy about.","exampleUseCases":null,"resultDescription":"Returns a job token, workflow ID, and an array of job objects representing the fan-out scrape tasks. Each job collects reviews from the selected sources (AliExpress, Target, Flipkart), then normalizes, deduplicates, and ranks complaint and review rows into a unified dataset.","failureModes":["Invalid source name returns validation error on sources array","maxItems or maxPerSource out of range returns 400","Query is too vague and returns zero results from all sources","Job times out before waitForFinishSeconds elapses, returning partial results","Payment failure via x402 returns 402 before job starts"],"whenToPreferThis":"Use this endpoint when you need to aggregate product reviews and complaints across AliExpress, Target, and Flipkart in a single normalized call. Prefer this over single-source scrapers when cross-marketplace coverage and deduplication matter. Best for competitive research, product quality audits, or complaint mining workflows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-14T12:40:58.984Z","isFirstParty":false}