Python in Plain English

Building a Local Data Analytics Pipeline with dbt Core and DuckDB

Guide for a fully local, infrastructure-free pipeline that takes messy SERP data and turns it into tables you can actually trust in analytics.

Demystifying Bit Manipulation: The Ultimate Guide to Parity Checks in Python

From brute-force basics to blazing-fast optimizations — mastering the 64-bit parity problem for your next DSA interview.

The Practical Limits of DuckDB on Commodity Hardware

Finding the UX ceiling of local analytics on low-end hardware with a 50M row benchmark.

8 Simple Python Scripts That Made Me Feel Way More Productive

I Built a Self-Hosted Google Trends Alternative with DuckDB

Track SERP rankings, title changes, and competitor data Google Trends won’t show. Built with Python, DuckDB, and a CLI-first approach.

Turning Google Search into a Kafka Event Stream for Many Consumers

An event-driven approach to monitoring SERP changes — tracking features, entries, and exits instead of noisy rank movements.

Building Faster Data Pipelines with Apache Arrow

How to build web data pipelines 2.6x faster and 60% cheaper with Apache Arrow. Cut memory usage and file sizes by half for AI training, analytics, and more.

Why Google, Bing, DuckDuckGo & Yandex Show Different Results For the Same Query (2026)

A data-driven look at how search engines encode authority, risk, and truth, and have different “personalities”.

The Python Cheatsheet That Got Me Into Google (And It’s Free)

Switching From Python to TypeScript: What I Learned the Hard Way