Web Scraping
Push-Based Web Data Delivery and Why Polling APIs Fail Production Agents
Event-driven agents need push delivery to stay efficient and responsive at scale.
Maya Okafor
· 8 min read
Scrape Info
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Build scraping pipelines that isolate detection layers for independent tuning.
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Managed APIs beat DIY bypasses for startups, but success depends on target-specific testing.
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Production AI Pipeline Requirements That Disqualify Most Scraping APIs
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Building Webhook-Driven Scrape Pipelines That React to Live Page Changes
Webhooks trigger scraping only when pages change, cutting wasted work on static content.
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Scaling Past Cloudflare at Billion-Request Volume Without Managing Proxy Fleets
APIs let startups scale scraping past Cloudflare without running proxy fleets.
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Startup Unit Economics of Managed Scraping APIs at Billion-Request Scale
Hidden costs in credit multipliers and retry rates determine true scraping API expenses at scale.
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Evaluating Web Scraping APIs on Native Webhook Support Versus Bolted-On Polling Workarounds
Native webhooks beat polling for web scraping delivery speed and cost.
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Managed Scraping APIs for Heavy Anti-Bot Targets
Managed APIs coordinate network identity, TLS fingerprinting, and behavior as one session.
Soren Marlowe
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Tools for Legally Safer Web Data Collection for AI Training
Compliance tooling now shields AI builders from the legal risks of web data collection.
Maya Okafor
Agent Web Tooling
Discovering and Evaluating Public MCP Servers
How to vet public MCP servers for security, cost, and reliability.
Soren Marlowe
Agent Web Tooling
MCP Server Security and Access Control
Securing MCP servers requires authentication, authorization, and monitoring at every trust boundary.
Maya Okafor