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.

Yovel Cohen Yovel Cohen I got a lot of experience in building Long-horizon AI Agents in production, Backend apps that scale to millions of users and frontend knowledge as well. Simon A. Simon A. I'm a backend developer building APIs, emulators, and interactive game systems. Professionally, I've developed Java/Spring reporting solutions, managed relational and NoSQL databases, and implemented CI/CD workflows. 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. Omar Faruk Omar Faruk As a Product Engineer at Klasio, I contributed to end-to-end product development, focusing on scalability, performance, and user experience. My work spanned building and refining core features, developing dynamic website templates, integrating secure and reliable payment gateways, and optimizing the overall system architecture. I played a key role in creating a scalable and maintainable platform to support educators and learners globally. I'm enthusiastic about embracing new challenges and making meaningful contributions. Costea Adrian Costea Adrian Embedded Engineer specilizing in perception systems. Latest project was a adas camera calibration system. Matthew Jordan Matthew Jordan I've been working at a large software company named Kainos for 2 years, and mainly specialise in Platform Engineering. I regularly enjoy working on software products outside of work, and I'm a huge fan of game development using Unity. I personally enjoy Python & C# in my spare time, but I also specialise in multiple different platform-related technologies from my day job. Prakash Prajapati Prakash Prajapati I’m a Senior Python Developer specializing in building secure, scalable, and highly available systems. I work primarily with Python, Django, FastAPI, Docker, PostgreSQL, and modern AI tooling such as PydanticAI, focusing on clean architecture, strong design principles, and reliable DevOps practices. I enjoy solving complex engineering problems and designing systems that are maintainable, resilient, and built to scale. ISHANTDEEP SINGH ISHANTDEEP SINGH Senior Software Engineer with 7+ years of experience in React, JavaScript, TypeScript, Next.js, and Node.js. I’ve also worked as a tech lead for startups, owning end-to-end technical execution including architecture, development, scaling, and delivery. I bring a strong mix of hands-on coding, product thinking, and technical leadership, and I’m comfortable building products from scratch as well as improving and scaling existing systems. Tejas Chokhawala Tejas Chokhawala Full-stack engineer with 5 years experience building production web apps using React, Next.js and TypeScript. Focused on performance, clean architecture and shipping fast. Experienced with Supabase/Postgres backends, Stripe billing, and building AI-assisted developer tools. Jared Hasson Jared Hasson Full time lead founding dev at a cyber security saas startup, with 10 yoe and a bachelor's in CS. Building & debugging software products is what I've spent my time on for forever

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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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