Design a production Firecrawl v2 ingestion system with policy gateway, bounded acquisition, validation, provenance, storage, indexing, observability, and deletion. Use when building a reusable platform. Trigger with "Firecrawl reference architecture", "Firecrawl ingestion system", or "Firecrawl RAG pipeline".
Create explicit trust boundaries from request intake through deletion. Keep source discovery, content retrieval, validation, and downstream publication independently retryable and auditable.
Firecrawl v2 provides scrape, crawl, map, search, batch scrape, parse, JSON extraction, agentic, and browser surfaces with different async, credit, retention, and availability contracts. The SDK can auto-wait and paginate, while explicit start/status methods support durable orchestration. Provider webhooks supplement but do not replace reconciliation.
For authenticated Cloud operations, inject FIRECRAWL_API_KEY from an approved secret manager. REST requests use Authorization: Bearer with the key. Never print, commit, transmit, or place a key in a URL. Keyless access is suitable only where the current documentation explicitly allows it and the workload accepts its limits; production workflows should make identity and team ownership explicit.
Use Read, Glob, and Grep to inspect code, configuration, tests, and evidence. Use Write/Edit only for approved implementation or documentation changes. Do not call Firecrawl, rotate keys, change account settings, scrape a target, or deploy merely because this skill was invoked.
Require architecture and security/data approval before adding a new endpoint class, authenticated source, model extraction, long-term store, cross-region flow, or self-hosted provider.
Return components and trust boundaries, sequence and state model, contracts, capacity and cost assumptions, security/privacy controls, failure and reconciliation paths, SLOs, tests, and phased rollout.
Read official Firecrawl evidence before relying on an endpoint, SDK method, plan limit, price, retention option, or self-hosted release.
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