{ "name": "SignalShelf vs ScrapeCreators end-to-end benchmark", "ran_at": "2026-11-03T13:17:00.877Z", "method": "One call per path through the SignalShelf app (fresh database, no warm cache) vs one saved call to the ScrapeCreators API with the same parameters, same client machine, 3 Nov 2026. ms = client wall-clock time to full JSON body. shape_match_pct = share of ScrapeCreators top-level response keys present in ours. Script: scripts/smoke-guest-e2e.mjs. Method notes: /compare/benchmark", "summary": { "ran_at": "2026-11-03T13:17:00.877Z", "paths_tested": 170, "scrapecreators_compatible": 145, "outscraper_compatible": 25, "passed_first_try": 152, "comparable": 119, "median_ms_signalshelf": 1442, "median_ms_scrapecreators": 3957, "faster_on": 102, "shape_samples": 120, "shape_full_match": 120, "repeat_call_cache_hits": 152 }, "results": [ { "path": "/amazon-products", "op": "outscraper/amazon-products", "status": 400, "ms": 10, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/amazon-reviews", "op": "outscraper/amazon-reviews", "status": 400, "ms": 7, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/amazon/products", "op": "outscraper/amazon-products", "status": 400, "ms": 8, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/amazon/products-v2", "op": "outscraper/amazon-products", "status": 400, "ms": 5, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/amazon/reviews", "op": "outscraper/amazon-reviews", "status": 400, "ms": 8, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/appstore-reviews", "op": "outscraper/appstore-reviews", "status": 400, "ms": 7, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/appstore/reviews", "op": "outscraper/appstore-reviews", "status": 400, "ms": 7, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-maps-photos", "op": "outscraper/maps-photos", "status": 200, "ms": 3075, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-maps-reviews", "op": "outscraper/maps-reviews", "status": 200, "ms": 10218, "error": null, "credits_charged": 11, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-maps-search", "op": "outscraper/maps-search", "status": 200, "ms": 1503, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-play-reviews", "op": "outscraper/google-play-reviews", "status": 200, "ms": 286, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-play/reviews", "op": "outscraper/google-play-reviews", "status": 200, "ms": 4, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-search", "op": "outscraper/google-search", "status": 200, "ms": 2200, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-search-news", "op": "outscraper/google-news", "status": 200, "ms": 900, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/google-search-v3", "op": "outscraper/google-search", "status": 200, "ms": 2269, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/maps/photos-v3", "op": "outscraper/maps-photos", "status": 200, "ms": 2779, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/maps/reviews-v2", "op": "outscraper/maps-reviews", "status": 200, "ms": 9, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/maps/reviews-v3", "op": "outscraper/maps-reviews", "status": 200, "ms": 8885, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/maps/search", "op": "outscraper/maps-search", "status": 200, "ms": 4, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/maps/search-v2", "op": "outscraper/maps-search", "status": 200, "ms": 4, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/maps/search-v3", "op": "outscraper/maps-search", "status": 200, "ms": 4, "error": null, "credits_charged": 0, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/tripadvisor-reviews", "op": "outscraper/tripadvisor-reviews", "status": 400, "ms": 11, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/trustpilot", "op": "outscraper/trustpilot", "status": 400, "ms": 7, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/trustpilot-reviews", "op": "outscraper/trustpilot-reviews", "status": 400, "ms": 5, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/trustpilot/reviews", "op": "outscraper/trustpilot-reviews", "status": 400, "ms": 12, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/amazon/product", "op": "amazon/product", "status": 200, "ms": 2006, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/amazon/reviews", "op": "amazon/reviews", "status": 200, "ms": 2141, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/amazon/shop", "op": "amazon/shop", "status": 200, "ms": 1821, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 8998, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/app-store/app", "op": "app-store/app", "status": 200, "ms": 174, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/app-store/reviews", "op": "app-store/reviews", "status": 200, "ms": 37, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/cluster", "op": "cosmos/cluster", "status": 200, "ms": 392, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4368, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/cluster/posts", "op": "cosmos/cluster/posts", "status": 200, "ms": 777, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3610, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/post", "op": "cosmos/post", "status": 200, "ms": 810, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3466, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/profile", "op": "cosmos/profile", "status": 200, "ms": 2152, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4859, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/search", "op": "cosmos/search", "status": 200, "ms": 1568, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3573, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/user/clusters", "op": "cosmos/user/clusters", "status": 200, "ms": 730, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 5868, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/cosmos/user/posts", "op": "cosmos/user/posts", "status": 200, "ms": 2251, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 5301, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/adLibrary/ad", "op": "facebook/adLibrary/ad", "status": 200, "ms": 2552, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3076, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/adLibrary/ad/transcript", "op": "facebook/adLibrary/ad/transcript", "status": 200, "ms": 2527, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4265, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/adLibrary/company/ads", "op": "facebook/adLibrary/company/ads", "status": 200, "ms": 6261, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 5415, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/adLibrary/search/ads", "op": "facebook/adLibrary/search/ads", "status": 200, "ms": 6180, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 2296, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/adLibrary/search/companies", "op": "facebook/adLibrary/search/companies", "status": 200, "ms": 4986, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 844, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/event/details", "op": "facebook/event/details", "status": 200, "ms": 935, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 2199, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/events", "op": "facebook/events", "status": 200, "ms": 888, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 1778, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/events/search", "op": "facebook/events/search", "status": 200, "ms": 1142, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3650, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/group", "op": "facebook/group", "status": 200, "ms": 677, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4711, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/group/posts", "op": "facebook/group/posts", "status": 503, "ms": 9646, "error": "SOURCE_ACCESS_RESTRICTED", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": 200, "scrapecreators_ms": 4472, "shape_match_pct": 0, "missing_scrapecreators_keys": [ "posts", "cursor" ] }, { "path": "/v1/facebook/marketplace/item", "op": "facebook/marketplace/item", "status": 200, "ms": 2014, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 2741, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/marketplace/location/search", "op": "facebook/marketplace/location/search", "status": 200, "ms": 480, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 1226, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/marketplace/search", "op": "facebook/marketplace/search", "status": 200, "ms": 727, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3263, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/post", "op": "facebook/post", "status": 200, "ms": 1024, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3957, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/post/comment/replies", "op": "facebook/post/comment/replies", "status": 200, "ms": 509, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 3964, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/post/comments", "op": "facebook/post/comments", "status": 200, "ms": 2131, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4824, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/post/transcript", "op": "facebook/post/transcript", "status": 200, "ms": 1067, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 5959, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/profile", "op": "facebook/profile", "status": 200, "ms": 1208, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 2751, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/profile/events", "op": "facebook/profile/events", "status": 200, "ms": 2061, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 2157, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/profile/photos", "op": "facebook/profile/photos", "status": 200, "ms": 1906, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 2322, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/profile/posts", "op": "facebook/profile/posts", "status": 200, "ms": 1089, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 8823, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/profile/reels", "op": "facebook/profile/reels", "status": 200, "ms": 4895, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4335, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/facebook/search/videos", "op": "facebook/search/videos", "status": 200, "ms": 1566, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": 200, "scrapecreators_ms": 4032, "shape_match_pct": 100, "missing_scrapecreators_keys": [] }, { "path": "/v1/find-social-profiles", "op": "find-social-profiles", "status": 400, "ms": 5, "error": "INVALID_PARAMETER", "credits_charged": null, "repeat_call_cache": null, "scrapecreators_status": 404, "scrapecreators_ms": 6789, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/google-maps/photos", "op": "google-maps/photos", "status": 200, "ms": 1071, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/google-maps/place", "op": "google-maps/place", "status": 200, "ms": 3417, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/google-maps/reviews", "op": "google-maps/reviews", "status": 200, "ms": 2558, "error": null, "credits_charged": 2, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/google-maps/search", "op": "google-maps/search", "status": 200, "ms": 1199, "error": null, "credits_charged": 1, "repeat_call_cache": "HIT", "scrapecreators_status": null, "scrapecreators_ms": null, "shape_match_pct": null, "missing_scrapecreators_keys": [] }, { "path": "/v1/google-play/app", "op": "google-play/app", "status": 200, "ms": 339, "error": null, "credits_charged": 1, 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