{"jtbd":{"id":"scrape-actor-platform","slug":"scrape-actor-platform","name":"Scraper Actor / marketplace platform","shortName":"Scraper Actor / marketplace platform","problemStatement":"Need a marketplace of reusable scrapers (Actors), scheduling, proxies, and agent-payable runs — not a single crawl-to-markdown API."},"pick":{"id":"apify","slug":"apify","name":"Apify","tagline":"Depot pick when you need a scraper marketplace / reusable Actors, not just a crawl API. Firecrawl for…","website":"https://apify.com","overall":8.21,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.21,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (apify.com/pricing): Free $0 ($5 usage). Starter $19/mo ($19 usage). Scale $199. Business $999. CU = 1 GB-RAM-hour: Free/Starter $0.20/CU, Scale $0.16, Business $0.13. Residential proxy $7–8/GB by plan. Agentic pay: x402/MPP prepaid tokens via agi.apify.com (no human account).","scores":{"capabilityFit":9,"pricePerformance":7.5,"latencyReliability":8.6,"developerDx":8.4,"privacyPosture":7.5,"lockInRisk":4.5,"maturity":9.2,"overall":8.21,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"bright-data","slug":"bright-data","name":"Bright Data","tagline":"Nuclear option for hard anti-bot targets. Start with Firecrawl/ScrapingBee; escalate here when blocked.","website":"https://brightdata.com","overall":7.66,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.66,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Enterprise proxy/scraping network; pay for bandwidth/success; Web Scraper IDE; SERP APIs.","scores":{"capabilityFit":9.2,"pricePerformance":5.5,"latencyReliability":9,"developerDx":7,"privacyPosture":7,"lockInRisk":5,"maturity":9.2,"overall":7.66,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"scrapfly","slug":"scrapfly","name":"Scrapfly","tagline":"Excellent Firecrawl peer when you need anti-bot + cloud browser with transparent credits. Prefer Firecrawl…","website":"https://scrapfly.io","overall":8.25,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.25,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (scrapfly.io/pricing machine-readable): Credit-based — Free 1k credits; Discovery $30/200k; Pro $100/1M (+$3.50/10k); Startup $250/2.5M; Enterprise $500/5.5M. Cloud browser (Playwright/CDP), Extraction API, Crawler, Screenshot share one balance. SOC2 + ISO27001; HIPAA on Custom.","scores":{"capabilityFit":8.6,"pricePerformance":8,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":8.5,"lockInRisk":3.5,"maturity":8,"overall":8.25,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"zenrows","slug":"zenrows","name":"ZenRows","tagline":"Best per-request scrape API with agent MCP. Firecrawl when you want site-wide LLM markdown; Scrapfly when you…","website":"https://www.zenrows.com","overall":8.27,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.27,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (zenrows.com/pricing): Free 5k credits/mo. Build $16/45k; Launch $57/250k; Growth $165/1.2M; Scale $456/5M; Enterprise custom. 1 credit = standard page; JS render 5; premium proxy 10; both 25; residential 25k credits/GB; Browser Sessions +5 credits/min. Agent Toolkit MCP/CLI. Annual ~17% off.","scores":{"capabilityFit":8.4,"pricePerformance":8.5,"latencyReliability":8.4,"developerDx":8.8,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.2,"overall":8.27,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.21,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"apify","pickName":"Apify","pickScore":8.21,"highestScoredCandidateId":"zenrows","highestScoredCandidateName":"ZenRows","highestScore":8.27,"pickHasLowerCompositeScore":true,"delta":-0.06,"pickLeadsOnDimensions":["capabilityFit (9 vs 8.4)","latencyReliability (8.6 vs 8.4)","maturity (9.2 vs 8.2)"],"explanation":"Apify (8.21) is the editorial pick for Scraper Actor / marketplace platform over higher-composite ZenRows (8.27) because composite scores are provider-wide priors while Apify wins on capabilityFit (9 vs 8.4), latencyReliability (8.6 vs 8.4), maturity (9.2 vs 8.2): Capability of store + proxy + agent payment DX. Firecrawl remains llm-ready-extract pick."},"cheapest":null,"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"scrape-actor-platform","jtbdName":"Scraper Actor / marketplace platform","currentPickId":"apify","currentPickScore":8.21,"challengerId":"bright-data","challengerScore":7.66,"currentScoreGap":0.55,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.7,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Bright Data (bright-data) outperforms Apify (apify) by >= 0.7 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Apify's representative SKU for scrape-actor-platform without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=apify) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"bright-data","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.7,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"apify","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"apify","immediateOverrideUrl":"/api/decide?jtbd=scrape-actor-platform&exhausted=apify"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=scrape-actor-platform","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"scrape-actor-platform","providerId":"bright-data","outcome":"worked","detail":"Comparative production evaluation on scrape-actor-platform (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Bright Data (bright-data) outperforms Apify (apify) by >= 0.7 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Apify's representative SKU for scrape-actor-platform without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=apify) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"scrape-actor-platform","primary":{"providerId":"apify","name":"Apify","overall":8.21,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.21,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Scraper Actor / marketplace platform; healthy/eligible under caller constraints."},"fallback":[{"providerId":"bright-data","name":"Bright Data","overall":7.66,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.66,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Scraper Actor / marketplace platform."},{"providerId":"scrapfly","name":"Scrapfly","overall":8.25,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.25,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Scraper Actor / marketplace platform."},{"providerId":"zenrows","name":"ZenRows","overall":8.27,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.27,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Scraper Actor / marketplace platform."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"apify","activePrimaryId":"apify","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":43,"pricingVerifiedAgeDays":0,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27"},"confidenceBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"constraintsApplied":false,"constraintBundle":{"task":null,"jtbd":"scrape-actor-platform","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]}},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","tie":false,"scoreGap":0.55,"decidingFactor":null,"tieNote":null,"rationale":"Capability of store + proxy + agent payment DX. Firecrawl remains llm-ready-extract pick.","whenNotTopPick":"You only need LLM-ready crawl/extract (Firecrawl) or a simple anti-bot request API (ZenRows/Scrapfly).","skipTopPick":false,"skipReason":null,"matchedConstraints":[],"pricingSummary":"As of 2026-09-14 (apify.com/pricing): Free $0 ($5 usage). Starter $19/mo ($19 usage). Scale $199. Business $999. CU = 1 GB-RAM-hour: Free/Starter $0.20/CU, Scale $0.16, Business $0.13. Residential proxy $7–8/GB by plan. Agentic pay: x402/MPP prepaid tokens via agi.apify.com (no h…","cite":"Depot Pick for scrape-actor-platform: apify (asOf 2026-09-14). See GET /api/jtbds/scrape-actor-platform + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/scrape-actor-platform?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=scrape-actor-platform","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/apify","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=scrape-actor-platform","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. Do not coerce GPU, minute, or per-1k search units.","Runners-up are not Depot Picks.","Depot overall is editorial_weighted, not Arena Elo and not an Artificial Analysis index."],"asOf":"2026-09-14","depth":{"whenNotToUse":{"text":"You only need LLM-ready crawl/extract (Firecrawl) or a simple anti-bot request API (ZenRows/Scrapfly).","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"bright-data","name":"Bright Data","overallForJob":7.66,"pickOverallForJob":8.21,"beatsPickOn":["capabilityFit","latencyReliability"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4.5,"runnerUpLockInRisk":5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":"The pick has lower stored lock-in risk than runner-up Bright Data (4.5 vs 5).","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.155), Depot Pick for scrape-actor-platform: apify, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/scrape-actor-platform","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/scrape-actor-platform) (v0.12.155) — Depot Pick for `scrape-actor-platform`: **apify** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.155","role":"depot_pick","jtbdId":"scrape-actor-platform","providerId":"apify","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/scrape-actor-platform","api":"https://getagentdepot.com/api/decide?jtbd=scrape-actor-platform"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":0,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}},"scoreAsOf":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-09-14","2026-09-14","2026-09-14"],"contractAsOf":"2026-10-03","pricingShape":"prose_notes_only","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (apify.com/pricing): Free $0 ($5 usage). Starter $19/mo ($19 usage). Scale $199. Business $999. CU = 1 GB-RAM-hour: Free/Starter $0.20/CU, Scale $0.16, Business $0.13. Residential proxy $7–8/GB by plan. Agentic pay: x402/MPP prepaid tokens via agi.apify.com (no h…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://apify.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"links":{"jtbd":"/jtbds/scrape-actor-platform","jtbdApi":"/api/jtbds/scrape-actor-platform","leaderboard":"/api/leaderboards?jtbd=scrape-actor-platform","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=scrape-actor-platform","decide":"/api/decide?jtbd=scrape-actor-platform","humanPage":"/jtbds/scrape-actor-platform","alternatives":"/api/alternatives?provider=apify","canonical":"/api/canonical","quote":"/api/quote?jtbd=scrape-actor-platform","falsify":"/api/falsify?jtbd=scrape-actor-platform"},"constraintBundle":{"task":null,"jtbd":"scrape-actor-platform","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). They never change scores or picks."},"outcomes":{"job":{"n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"verifiedReports":0,"contributors":0,"excluded":{"seed_editorial":0,"test":0,"notFeedback":0},"reason":"no_submitted_outcome_reports_yet"},"pick":{"providerId":"apify","n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"evidenceTiers":{"agent_claim":0,"self_declared":0,"reference_checked":0,"outcome_verified":0},"reason":"no_submitted_outcome_reports_yet"},"scoresMutated":false,"more":"/api/outcomes?jtbd=scrape-actor-platform"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}