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configuration-aws-database-ai
By upbound
Last changed 3 months ago
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Crossplane (2.0+)
Upbound Crossplane (UXP) (2.0+)
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Overview
AI-powered Crossplane configuration for AWS RDS with intelligent scaling. Automatically analyzes CloudWatch metrics and makes data-driven scaling decisions using Claude AI. Includes Crossplane Operations for scheduled scaling with full audit trails and rate limiting.
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This configuration provides AI-powered intelligent scaling for AWS RDS databases using Crossplane. It combines deterministic Crossplane control plane reconciliation with automated scaling decisions powered by Claude AI.

Key Features:

  • Intelligent Scaling: AI analyzes CloudWatch metrics (CPU, memory, IOPS, connections) to make scaling decisions
  • Crossplane Operations: Scheduled scaling via CronOperation with configurable intervals and cooldown periods
  • Full Audit Trail: All scaling decisions captured in resource annotations with complete reasoning
  • Multi-Engine Support: PostgreSQL and MariaDB with configurable versions and instance classes
  • Cost-Effective: Highly efficient AI model reduces operational costs while maintaining performance

Pipeline: RDS Instance → CloudWatch Metrics → Metrics Collection → AI Analysis → Scaling Actions

For detailed setup, performance testing scripts, and customization options, visit the GitHub repository.

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