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    <description>Architecture notes from real production AWS, GenAI, and platform-engineering work by Rahul Ladumor, Principal Cloud &amp; AI Platform Architect.</description>
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      <title>Why your AWS bill keeps climbing after launch (and what to fix first)</title>
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      <pubDate>Sat, 06 Jun 2026 00:00:00 GMT</pubDate>
      <category>FinOps</category>
      <description>Five root causes I see across every cost engagement, ranked by how often they show up, plus what fixes actually work and in what order.</description>
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      <title>How to choose an AWS production architect: 5 criteria CTOs actually use</title>
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      <pubDate>Sat, 06 Jun 2026 00:00:00 GMT</pubDate>
      <category>Hiring AWS architects</category>
      <description>Real shortlist criteria from CTO conversations. The five questions that separate production architects from cert-only contractors.</description>
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      <title>Working with me vs hiring an AWS consultancy: an honest comparison</title>
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      <pubDate>Sat, 06 Jun 2026 00:00:00 GMT</pubDate>
      <category>Engagement models</category>
      <description>Solo senior architect vs AWS consultancy vs full-time hire: side-by-side on speed, cost, scope, bus factor, and when each is the right call.</description>
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      <title>AWS CDK S3 to Lambda via EventBridge: full cost and architecture breakdown</title>
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      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
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      <title>AWS CDK EC2 CodeDeploy pipeline: ALB and auto scaling without the 2am 502s</title>
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      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
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      <description>CodePipeline, CodeDeploy, and Auto Scaling in CDK: VPC, ALB, ASG, SSM config, and the lifecycle hook settings that keep deploys clean under real load.</description>
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      <title>AWS CDK web app deployment: VPC, Fargate, Aurora, and CloudFront wired together</title>
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      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
      <category>AWS CDK</category>
      <description>The full web-app stack most tutorials skip: VPC isolation, Fargate on private subnets, Aurora with KMS, CloudFront, secret rotation, and the six operational gaps that page you at 2am.</description>
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      <title>AWS CDK IAM and VPC security as code: KMS, WAFv2, and Security Hub in one stack</title>
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      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
      <category>AWS CDK</category>
      <description>A production CDK stack enforcing KMS encryption, least-privilege IAM, VPC endpoint routing for secrets, WAFv2 on CloudFront and API Gateway, and Security Hub, all versioned and testable.</description>
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      <title>DataSync, DMS, and Step Functions in CDK: a migration pipeline that doesn&apos;t fail silently</title>
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      <pubDate>Mon, 06 Apr 2026 00:00:00 GMT</pubDate>
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      <description>Coordinating DataSync, DMS, Glue, and OpenSearch under one Step Functions control plane, and exactly where incomplete data sneaks through if you skip the readiness checks.</description>
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