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Vigile.AI Achieving 99.97% Uptime While Processing Billions of Threat Records

January 29, 2026 · 4 minute read ·

Client Success Story

How Vigile.AI Achieved 99.97% Uptime While Processing 300+ Billion Threat Records

A serverless AWS architecture powering real-time cybersecurity threat detection at enterprise scale

99.97%
System Uptime
47ms
Average API Response
68%
Cost Reduction

About Vigile.AI

Vigile.AI is a cutting-edge cybersecurity platform that provides AI-powered employee data leak assessment and real-time credential monitoring for enterprise organizations. By analyzing over 300 billion breach records, Vigile.AI helps security teams identify vulnerabilities before they become costly breaches.

The Challenge

Vigile.AI faced several critical challenges in building their next-generation threat detection platform:

🔐
Security at Scale
Process billions of breach records in real-time while maintaining zero-trust security and regulatory compliance (SOC 2, ISO 27001, GDPR).
Performance Requirements
Enterprise customers required sub-second API response times with instant risk scoring across thousands of employees simultaneously.
🌍
Global Availability
Security teams operate 24/7 across multiple time zones, requiring ultra-low latency access from anywhere in the world.
💰
Cost Optimization
Scale automatically to handle massive computational workloads while optimizing costs during low-traffic periods.

The Solution: AWS Serverless Architecture

Vigile.AI partnered with our team to architect a comprehensive serverless solution leveraging AWS managed services. The architecture provides enterprise-grade security, global scalability, and intelligent threat processing capabilities.

Core Architecture Components

AWS Service Implementation & Benefits
Amazon CloudFront Global edge locations reducing API latency to <50ms worldwide. DDoS protection at the edge with SSL/TLS termination. Response caching reduced backend load by 60%.
AWS WAF Application-layer protection with rate limiting (10,000 req/5min), geo-blocking, SQL injection & XSS protection, and bot detection. Blocked 2.4M malicious requests in Q4 2025.
API Gateway RESTful API endpoints with JWT authentication, request validation, and intelligent throttling. Usage plans for enterprise customers with comprehensive API documentation.
AWS Lambda Serverless compute powering breach queries, AI risk scoring, real-time alerts, and report generation. Auto-scales from 0 to 1,000+ concurrent executions with TensorFlow Lite models.
DynamoDB NoSQL database storing 300B+ breach records with single-digit millisecond latency. On-demand capacity with GSI for flexible querying. Point-in-time recovery and KMS encryption.
CloudFormation Infrastructure as Code enabling reproducible deployments in 18 minutes, version control, multi-environment management, and automated disaster recovery with drift detection.

Implementation Highlights

Security-First Design
Zero-trust architecture with IAM least-privilege, all data encrypted (TLS 1.3, AES-256), VPC endpoints for private communication, and comprehensive CloudTrail logging.
AI Model Optimization
TensorFlow Lite models compressed to <50MB with quantization reducing inference time from 800ms to 120ms. Provisioned concurrency eliminates cold starts.
Robust Data Pipeline
S3 event notifications trigger Lambda for incremental loads. Parallel batch processing with 40,000+ writes/sec to DynamoDB. Dead letter queues ensure no data loss.
Automated Deployment
CI/CD pipeline with blue/green deployments, canary releases (10% traffic for 5 min), automated rollback on errors, and 12-minute deployment time.

Results & Business Impact

The AWS serverless architecture delivered transformative results for Vigile.AI and their enterprise customers:

Performance Metrics Achievement
API Response Time 47ms average (95th percentile: 89ms)
System Availability 99.97% uptime (2 hours downtime annually)
Infrastructure Cost Reduction 68% vs. EC2-based architecture
Breach Detection Speed Real-time alerts within 3 seconds
Concurrent Capacity 10,000+ simultaneous API requests
Security Incidents Zero breaches since launch

Enterprise Customer Impact

  • 📊 85% reduction in time-to-detection for employee credential breaches
  • 🔍 127 compromised credentials identified per enterprise customer on average
  • 🛡️ 43 potential account takeover incidents prevented in first 90 days
  • ⏱️ 20+ hours saved per week for security teams on manual credential monitoring
  • 100% compliance with SOC 2, ISO 27001, and GDPR audit requirements

Client Testimonial

“The serverless architecture transformed our platform’s capabilities. We went from struggling with scalability issues to effortlessly handling peak loads of 50,000 requests per minute. The cost savings alone paid for the entire project within six months, and our customers love the instant threat detection.”

— CTO, Vigile.AI

Technology Stack

Infrastructure

  • Amazon CloudFront
  • AWS WAF
  • Amazon VPC
  • AWS CloudFormation

Compute & API

  • AWS Lambda
  • API Gateway
  • Amazon EventBridge
  • AWS Step Functions

Data & Security

  • Amazon DynamoDB
  • Amazon S3
  • Amazon Cognito
  • AWS KMS

Why This Architecture Works

  • ✓ Serverless eliminates infrastructure management No servers to patch, scale, or maintain. Focus on features, not operations.
  • ✓ Pay-per-use pricing model Zero charges during idle periods. Scale costs linearly with usage.
  • ✓ Built-in global distribution CloudFront’s 400+ edge locations provide low-latency access worldwide.
  • ✓ Automatic scaling and resilience Handle traffic spikes without manual intervention or capacity planning.
  • ✓ Enterprise-grade security by default AWS handles infrastructure security, allowing focus on application-level protection.

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