Deploy & Ship for your ZenCoder-built Python app
Expert deploy & ship for Python apps built with ZenCoder. We audit ZenCoder-generated Python code for deploy & ship 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 deploy & ship issues we check for
Deploy & Ship-specific Python problems that need attention before production.
Dependency conflicts
Conflicting package versions, missing requirements.txt pinning, and reproducibility issues across environments.
No WSGI/ASGI production server
Running the development server (flask run, uvicorn --reload) in production instead of gunicorn or uvicorn with workers.
What our deploy & ship covers
Everything included when we deploy & ship your ZenCoder Python project.
Start with a self-serve audit
Get a professional deploy & ship 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 deploy & ship my ZenCoder-built Python app?
Yes. We regularly handle deploy & ship 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 deploy & ship issues does ZenCoder typically create?
Common deploy & ship 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: dependency conflicts, no wsgi/asgi production server.
How much does deploy & ship cost for a ZenCoder Python project?
Start with our $19 automated audit to get a prioritized list of issues. For hands-on deploy & ship 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 deploy & ship for your ZenCoder Python app
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.