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AWS Lambda SnapStart: Sub-100ms Cold Starts for Java Without Changing Your Code
Posted inAWS

AWS Lambda SnapStart: Sub-100ms Cold Starts for Java Without Changing Your Code

Lambda SnapStart snapshots the fully initialized JVM after the init phase and restores it instantly on cold starts — dropping Java Lambda cold starts from 8 seconds to under 100ms without changing a line of application code.
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AWS Lambda Layers: The Dependency Management Pattern You Should Be Using
Posted inAWS

AWS Lambda Layers: The Dependency Management Pattern You Should Be Using

Lambda Layers separate your dependencies from your function code. Shared libraries across functions, smaller deployment packages, faster cold starts, and centralized dependency management — all from a feature most developers underuse.
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AWS CloudWatch Insights Queries That Actually Find Production Bugs
Posted inAWS

AWS CloudWatch Insights Queries That Actually Find Production Bugs

CloudWatch Insights is the most underused AWS debugging tool. These 10 production-tested queries find Lambda cold starts, latency spikes, memory leaks, and error patterns in minutes.
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AWS S3 Presigned URLs: The Security Mistakes 90% of Developers Make
Posted inAWS

AWS S3 Presigned URLs: The Security Mistakes 90% of Developers Make

Presigned URLs seem simple but hide serious security traps: excessively long expiry, no bucket policy enforcement, credential exposure in logs, and SSRF vulnerability patterns.
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DynamoDB Single-Table Design: The Pattern That Scales to Billions of Items
Posted inAWS

DynamoDB Single-Table Design: The Pattern That Scales to Billions of Items

DynamoDB single-table design feels counterintuitive at first. One table for everything, no joins, access patterns defined upfront. Once you understand it, you never go back.
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Hidden AWS Lambda Cold Start Fix — Zero Cost, Zero Latency
Posted inAWS

Hidden AWS Lambda Cold Start Fix — Zero Cost, Zero Latency

Cold starts are killing your Lambda API. Here are 6 techniques that drop cold start latency from 2s to under 200ms — most of them completely free.
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