Learn PYTHON with Real Code Examples
Updated Nov 18, 2025
Architecture
Interpreter reads -> AST
Bytecode compiled
Virtual machine executes bytecode
Garbage collector manages memory
Optional JIT via PyPy
Rendering Model
Source code -> AST
AST -> bytecode
Executed on CPython VM
Native extensions via C APIs
Architectural Patterns
Monolithic scripting
Modular packages
MVC in Django
Async microservices (FastAPI)
Real World Architectures
ML pipelines
Async APIs
SaaS backends
Data engineering workflows
Design Principles
Readability counts
Explicit is better than implicit
Simple > complex
Developer productivity
Scalability Guide
Use multiprocessing
Use async for I/O
Distribute workloads
Optimize database queries
Migration Guide
Migrate Python 2 -> 3
Move scripts to modules
Convert to async
Package with Poetry