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Dev.to
6/29/2026
The original title is "How I Built a Job Search OS with Aurora PostgreSQL, AWS Bedrock and Vercel"

The original title is "How I Built a Job Search OS with Aurora PostgreSQL, AWS Bedrock and Vercel"

Original: How I Built a Job Search OS with Aurora PostgreSQL, AWS Bedrock and Vercel

Short summary

JobLens is a full-stack job search platform that uses Aurora PostgreSQL for relational depth, AWS Bedrock with Nova for AI features, and Vercel for deployment. The author chose Aurora over DynamoDB because complex insights require joins across a 12-table schema. Structured prompts with enforced JSON output proved more reliable than conversational AI calls.

  • Aurora PostgreSQL chosen over DynamoDB for relational depth and complex joins
  • Structured prompts with enforced JSON output improve AI reliability
  • Full-stack architecture: Next.js, AWS Bedrock, Aurora, Vercel with least-privilege IAM

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