API-First vs Scraping: A Reliability Engineering Perspective
Compare API-first and scraping architectures through reliability engineering — uptime SLAs, schema stability, data freshness, and production failure modes.
6 stories
Compare API-first and scraping architectures through reliability engineering — uptime SLAs, schema stability, data freshness, and production failure modes.
Compare Firecrawl's managed scraping against custom-built crawlers — cost, maintenance, reliability, and when a structured API is the better choice.
Learn how to ground LLM outputs with structured real-time data using RAG and API integration to reduce hallucinations and build reliable AI applications.
91% of AI models experience temporal degradation. Learn why real-time data access through APIs is critical for agent decision accuracy and how to implement it.
Data quality — not model size — drives AI accuracy. See how structured APIs outperform noisy scraped data for RAG, agents, and ecommerce AI.
How we built a two-stage prompt injection classifier that achieves 0.99 F1 with sub-10ms latency.
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