Normalized claim
Quantified impact: 15 x increase
Blocked about 400,000 malicious requests per week and supported about 15x daily active user growth in 1 year.
Collectr, a collectibles portfolio tracking application, faced performance degradation, outages, and malicious scraping traffic as daily active users rose to millions of sessions. Dedicatted stabilized the AWS infrastructure, reworked the data layer, built observability, and added an AI-enhanced abuse-detection workflow on Amazon Bedrock that proposes new detection rules for engineer review and deployment.
Reported outcomes
Strategic outcomes
Normalized claim
Quantified impact: 15 x increase
Blocked about 400,000 malicious requests per week and supported about 15x daily active user growth in 1 year.
No explicit deployment-stage evidence found.
Primary read
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Dedicatted managed Collectr’s AWS infrastructure using Amazon API Gateway, AWS Lambda, Amazon CloudWatch, Amazon RDS, Amazon DynamoDB, Amazon CloudFront, and Amazon Bedrock. The team built observability from scratch, tuned scaling, rearchitected the data layer, and added a Bedrock-based workflow that analyzes traffic spikes and proposes abuse-detection rules for engineer review before deployment.
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