Performance for your ZenCoder-built Python app
Expert performance for Python apps built with ZenCoder. We audit ZenCoder-generated Python code for performance issues. From $19.
ZenCoder issues we find in Python projects
Problems specific to ZenCoder's code generation patterns when building Python apps.
Automated reviews miss context-specific security requirements
ZenCoder's automated code reviews apply generic security heuristics. They can miss security risks specific to your domain — healthcare data handling, financial regulations, or multi-tenant isolation requirements.
Generated implementations follow generic patterns, not project conventions
ZenCoder implements features using widely-used patterns from its training rather than the specific conventions, abstractions, and service layers established in your codebase.
Refactored code may break runtime behavior
Automated refactoring changes function signatures, variable names, and module boundaries. Without comprehensive test coverage, these changes can introduce regressions that aren't caught until production.
Python performance issues we check for
Performance-specific Python problems that need attention before production.
Slow database queries
ORM queries that generate inefficient SQL, N+1 query patterns, and missing database indexes.
Synchronous blocking in async frameworks
Calling synchronous operations inside async FastAPI endpoints, blocking the entire event loop.
What our performance covers
Everything included when we performance your ZenCoder Python project.
Start with a self-serve audit
Get a professional performance of your ZenCoder Python project at a fixed price.
External Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 vulnerability check
- SSL/TLS configuration analysis
- Security header assessment
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerability analysis
- Code quality review
- Dependency audit
- Architecture review
- Expert + AI code analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
How it works
Three steps to get your ZenCoder Python app production-ready.
Tell us about your app
Share your project details and what you need help with.
Expert + AI audit
A human expert assisted by AI reviews your code within 24 hours.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
Can you performance my ZenCoder-built Python app?
Yes. We regularly handle performance for Python projects built with ZenCoder. We understand ZenCoder's code patterns and the specific Python issues they introduce. Our review covers the full stack from frontend to backend.
What Python performance issues does ZenCoder typically create?
Common performance issues in ZenCoder-generated Python code include: automated reviews miss context-specific security requirements, generated implementations follow generic patterns, not project conventions, refactored code may break runtime behavior. On the Python side, we often find: slow database queries, synchronous blocking in async frameworks.
How much does performance cost for a ZenCoder Python project?
Start with our $19 automated audit to get a prioritized list of issues. For hands-on performance work on ZenCoder-built Python projects, we provide a fixed quote after reviewing the audit results. No surprises.
Related resources
Other Python Technologies
Other ZenCoder Python Services
Get performance for your ZenCoder Python app
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.