? Python Beyond Limits
Mastering High-Performance Systems, Distributed Architectures, and Scalable Workflows in Python
By AnwaarX
Unlock the full power of Python.
Whether you're scaling APIs to millions of users, building real-time systems, optimizing ML pipelines, or architecting distributed services—this book is your ultimate guide.
"Python Beyond Limits" goes far beyond basic tutorials. It's a deep technical blueprint for engineers who want to build fast, scalable, production-ready systems using Python.
---
? What's Inside:
100 expertly crafted chapters spanning:
? Performance & Profiling
Bottleneck discovery with perf, py-spy, cProfile
Advanced memory control with __slots__, weakref, and GC tuning
High-performance computing with NumPy, Dask, Ray, Numba, and CuPy
?? Concurrency & Async Mastery
Event loops, task orchestration, and asyncio internals
Scalable TCP/UDP networking
Messaging with Kafka, RabbitMQ, and aiokafka
Thread/process pools, shared memory, and job queues
? Distributed Systems Architecture
FastAPI at scale, gRPC, service discovery, circuit breakers
Observability with OpenTelemetry, Prometheus, and Jaeger
Kubernetes, Dockerfile optimization, CI/CD pipelines
Rate limiting, idempotency, and API contract enforcement
? Metaprogramming & Internals
Custom descriptors, metaclasses, and AST manipulation
contextvars, functools.lru_cache, collections.abc, typing.TypedDict
CPython internals and runtime behavior control
? Real-World Data & AI Systems
ML model deployment with FastAPI, TensorFlow Serving, PyTorch
Feature stores, MLOps, A/B testing, RL with Ray and Stable-Baselines
Time series, graph databases, Elasticsearch, and financial backends
---
? Who This Book Is For:
Python developers leveling up to systems and architecture design
DevOps & backend engineers working on performance-critical APIs
ML/AI engineers focused on real-time, scalable deployments
Anyone ready to master the deep mechanics of modern Python
---
? Why It Matters:
Covers performance, architecture, async, cloud, and AI—all in one book
Written with clean structure, modern patterns, and real-world examples
Balances code-level insight with infrastructure-scale thinking
---
? Python isn't slow—bad design is.
Python Beyond Limits is your tactical guide to writing faster, smarter, scalable Python—the kind that powers production systems and real businesses.
