Bot Detection at an E-Commerce Store

Separated legitimate crawler traffic from malicious bots targeting the online storefront
Bot Detection at an E-Commerce Store
E-Commerce Retail · North America
At a glance
Executive Summary
Project Details
Industry
E-Commerce Retail
Region
North America
Services Provided
- Bot Traffic Analysis
- WAF Configuration
- IP Filtering
- Behavioral Monitoring
- Fraud Prevention
Key Takeaways
- Reduced fraudulent activity and checkout abuse through layered bot management controls.
- Protected site performance during peak traffic periods by blocking disruptive automated traffic.
Overview
An e-commerce retailer was disrupted by malicious bots that threatened customer data, enabled fraudulent transactions, and degraded website performance during high-traffic periods. Blue Orca implemented a bot management strategy to identify, classify, and block harmful automated traffic while preserving legitimate search and partner bots.
Key outcomes
4
Documented outcome areas
4
Core challenges addressed
Deep dive
Case Narrative
Challenges
- Malicious bots targeted checkout flows and customer account areas.
- Fraudulent transactions increased operational cost and customer support burden.
- Automated traffic spikes affected site performance during peak sales events.
- The retailer needed to distinguish legitimate bots from harmful automation.
Our Approach
- Bot Traffic AnalysisConducted a comprehensive review of traffic patterns to categorize legitimate crawlers versus malicious automation.
- IP Filtering and Reputation ControlsApplied targeted filtering rules to block known bad sources while minimizing impact on real customers.
- Behavioral AnalysisMonitored session behavior to detect scripted activity, credential abuse, and suspicious checkout patterns.
- Ongoing TuningEstablished monitoring and response practices so bot rules could evolve with new attack patterns.
Results
- Reduced malicious bot activity across high-risk storefront paths.
- Improved stability and response times during peak traffic periods.
- Lowered fraudulent transaction volume through proactive bot controls.
- Gave the security team clearer visibility into automated traffic trends.
Why Blue Orca Solutions?
Blue Orca combines practical security operations with business-aware tuning. We help e-commerce teams stop abusive automation without breaking the customer experience.
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