| Time to first result | Fast for supported endpoints | Depends on engineering scope |
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| Proxy procurement | Managed proxy routing for supported workflows | Team must source, test, rotate, and monitor |
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| Proxy testing | Handled behind the API layer where supported | Team owns health checks and routing decisions |
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| Browser rendering | Browser-backed rendering where supported | Team must operate browser automation |
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| Browser cluster operations | Managed capacity for supported endpoints | Team owns capacity, crashes, queues, and updates |
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| Parser maintenance | Reduced through endpoint schemas | Team owns selector and schema drift |
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| Retry/fallback logic | Supported where available | Team must design and maintain |
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| Challenge detection | Challenge-aware execution where supported | Team owns detection and response policy |
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| Usage metering | API-key usage tracking and credits | Team must build metering and billing logic |
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| API documentation | Docs and Playground included | Team must create and maintain docs |
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| Monitoring | Provider-managed API surface plus your app monitoring | Team owns end-to-end monitoring |
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| Scheduled re-checks | Monitors API — cadence_minutes, 5 minutes to 7 days, managed | Team owns cron/queue infra and retry/backoff logic |
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| Change detection | SHA-256 page diff or sitemap add/remove, signed webhook on change | Team builds fingerprinting/diffing and a notification path |
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| Record deduplication | Normalized per-platform record shape; cross-crawl dedup keying is still yours | Team owns dedup keys and storage |
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| Cost predictability | Credit-based usage | Engineering, infra, proxy, maintenance, and incident costs |
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| Engineering focus | Product workflows | Scraping infrastructure and product workflows |
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| Flexibility/control | Limited to supported endpoints and API contract | Maximum control |
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