Claude Code performance

Memory Overflow from String Concatenation in Loop

Processing large files or datasets causes out-of-memory errors. Profiling shows massive string accumulation. The issue: concatenating strings in a loop creates new string object each iteration.

Simple string concatenation is inefficient when done repeatedly.

Error Messages You Might See

java.lang.OutOfMemoryError: Java heap space Memory usage spikes when processing large data Application crashes with string concatenation
java.lang.OutOfMemoryError: Java heap spaceMemory usage spikes when processing large dataApplication crashes with string concatenation

Common Causes

  1. Using += in loop to build strings: str += item creates new object each iteration
  2. String concatenation inside tight loop processing millions of items
  3. No buffer/accumulator, just repeatedly building larger strings
  4. Serialization to JSON or XML using simple string concatenation
  5. Log message building with repeated concatenation

How to Fix It

Use StringBuilder (Java) or StringBuffer for accumulation: StringBuilder sb = new StringBuilder(); sb.append(item). In loops: always use StringBuilder. For JSON: use library like Jackson, Gson. For logging: use parameterized messages: log.info("Item: {}", item) not "Item: " + item. Test with large data: if memory spikes, likely concatenation issue.

Real developers can help you.

Matt Butler Matt Butler Software Engineer @ AWS BurnHavoc BurnHavoc Been around fixing other peoples code for 20 years. Vlad Temian Vlad Temian 15+ years shipping production infrastructure for startups. Former CTO at qed.builders (acquired by The Sandbox). Cursor ambassador and agentic tooling builder. I've scaled systems, automated deployments, and built observability tools for AI coding workflows. I specialize in taking vibe-coded apps from broken prototype to production-ready: fixing Supabase auth/RLS, Stripe integrations, deployment pipelines, and cleaning up AI-generated spaghetti. I build tools in this space (agentprobe, claudebin, micode) and understand both sides: how AI generates code and why it breaks. https://blog.vtemian.com/ legrab legrab I'll fill this later Pratik Pratik SWE with 15+ years of experience building and maintaining web apps and extensive BE infrastructure Richard McSorley Richard McSorley Full-Stack Software Engineer with 8+ years building high-performance applications for enterprise clients. Shipped production systems at Walmart (4,000+ stores), Cigna (20M+ users), and Arkansas Blue Cross. 5 patents in retail/supply chain tech. Currently focused on AI integrations, automation tools, and TypeScript-first architectures. Matthew Butler Matthew Butler Systems Development Engineer @ Amazon Web Services Luca Liberati Luca Liberati I work on monoliths and microservices, backends and frontends, manage K8s clusters and love to design apps architecture AUXLE AUXLE I am a Full Stack Developer experienced in building Websites, Web apps and Cross Platform Mobile Apps for Startups and Companies. Rudra Bhikadiya Rudra Bhikadiya I build and fix web apps across Next.js, Node.js, and DBs. Comfortable jumping into messy code, broken APIs, and mysterious bugs. If your project works in theory but not in reality, I help close that gap.

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Frequently Asked Questions

Why is += slow in loops?

Each += creates new String. For 1000 items: creates 1000 intermediate strings. StringBuilder creates 1 string.

How much faster is StringBuilder?

10-100x faster for 1000s of concatenations. Order of magnitude better for large datasets.

When should StringBuilder be used?

Always in loops. Even 10+ concatenations. Single concatenation outside loop is fine: str = a + b + c.

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