DevSecOps on AWS: Defend Against LLM Scrapers & Bot Traffic

Posted on: 9th February 2026

Instructor: N/A • Language: N/A

Master AWS WAF, CloudFront routing, and Terraform to build automated defenses against aggressive AI scrapers and bot-driven DoS attacks.

Description

In the era of massive Large Language Models, web traffic has shifted significantly. Bots are no longer just simple crawlers; they are resource-heavy scrapers that can skyrocket your AWS bill and crash your services. This guide on AWS Bot Protection moves past basic security to show you how to build an intelligent, multi-layered defense system that separates human users from AI automated traffic.

This Course Offers

  • Intelligent Traffic Routing: Learn how to use Lambda@Edge and CloudFront Functions to serve "degraded content" to bots while keeping the high-performance experience for humans.
  • Advanced WAF Configurations: You will be able to implement JA4 fingerprinting, rate-limiting funnels, and both Common and Targeted Bot Control modes.
  • Infrastructure as Code: Everything is built and deployed using Terraform, ensuring your security layers are reproducible and version-controlled.
  • Log Analysis with Athena: How to build a complete Bot Identification Report using SQL to visualize exactly who is scraping your site and how to stop them.

Why We Love This Course

  1. It tackles a very modern problem—AI scrapers—with a level of technical depth that you won't find in generic "intro to security" tutorials.
  2. The focus on cost-saving is fantastic; it teaches you how to prevent bots from triggering expensive Auto Scaling events by intercepting them at the edge.
  3. We really like the "battle-tested" approach, using real-world scenarios like traffic splitting and origin shield tuning to protect production-grade APIs.
  4. The inclusion of the WAF client-side SDK section is a pro move, showing you how to unlock advanced detections that basic IP blocking simply can't catch.

The web is currently being flooded by automated agents, and a "block everything" strategy often hurts your SEO or legitimate partners. The question is whether you want to stay reactive or build a smart infrastructure that identifies and handles bots autonomously. This course is an intensive, high-level masterclass for those ready to defend their cloud environments against the next generation of AI threats.

Course Eligibility

  • DevOps & Security Engineers tasked with protecting high-traffic APIs and web applications from automated scrapers.
  • Cloud Architects who need to design cost-effective, bot-aware content delivery networks using AWS native tools.
  • CTOs and Tech Leads at startups who are seeing unexpected spikes in infrastructure costs due to AI bot activity.

Course Requirements

  • This is not a beginner course; you need a solid foundation in AWS and web architecture.
  • An active AWS account and a domain name to use with CloudFront are required for the labs.
  • You should have good working knowledge of Terraform and a strong understanding of HTTP, APIs, and web application logic.

Interested in exploring more business lessons? Check out our full course library to continue building your skills and advancing your learning journey.

Price: Free

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