📘 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.

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🧠 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

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✅ 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

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💎 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

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🚀 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.