Introduction If you want to learn algorithmic crypto trading without risking real money, paper trading is the safest, fastest way to start. In this guide, you’ll build a minimal, efficient paper trading loop in Python that runs on your laptop, uses real-time market data, and simulates orders with fees and slippage—no exchange account or API keys required. We’ll use public market data (via CCXT) and a small “paper broker” to track positions, PnL, and trades. ...

Introduction Hash maps are fundamental data structures widely used in programming and system design for their efficient key-value storage and retrieval capabilities. In Python, the built-in dictionary (dict) serves as a highly optimized hash map. However, a linked hash map is a specialized variant that maintains the order of insertion while retaining the fast lookup of a hash map. This blog post explores the concept of linked hash maps in Python, their relevance to system design, and useful resources for deeper understanding. ...

Introduction Skip lists are a beautiful idea: a simple, probabilistic alternative to balanced trees that delivers expected O(log n) search, insert, and delete, yet is easier to implement and friendlier to concurrency. They’ve quietly powered critical systems for decades—from leaderboards and rate limiters to LSM-tree memtables and Redis sorted sets. In this post, you’ll go from beginner to hero: Understand the intuition, guarantees, and design of skip lists Implement a production-quality skip list in Python Learn how skip lists show up in system design Get practical guidance on performance, determinism, and trade-offs Explore advanced variants and when to use them If you’re building systems that need fast ordered access, range queries, or rank-based operations, skip lists belong in your toolkit. ...

Batching API requests is a proven technique to improve throughput, reduce overhead, and tame the N+1 request problem across web and mobile apps. But batching is more than “combine a few calls into one.” To do it well you need to consider protocol details, error semantics, idempotency, observability, rate limiting, and more. This article explains how batching works, when to use it, and how to design and implement robust batch endpoints with real code examples. ...

Introduction GitHub Pages is a fantastic starting point for static sites. But as your needs grow—zero-downtime deploys, branch previews, global edge performance, custom headers and redirects, or serverless functions—you might want to graduate to Cloudflare Pages. In this step-by-step guide, you’ll learn how to migrate cleanly from GitHub Pages to Cloudflare Pages with minimal or zero downtime, while preserving SEO, URLs, and performance. We’ll cover: Preparing your repository (Jekyll/Hugo/Eleventy/Next/Astro/etc.) Configuring Cloudflare Pages builds and environments Switching DNS with no downtime Preserving links via redirects and canonical URLs Handling SPA routing, caching, headers, and forms Rollbacks, previews, and common pitfalls If you follow along, you can ship your site on Cloudflare Pages the same day. ...