SpotifyScraper
A Python Spotify scraper that extracts data without requiring an API key.
Read the case studyAli Akhtari · Systems builder
I work across software, automation, product, and operations. The tools change. The responsibility stays the same: turn a meaningful idea into a system that works.
Follow a line. The structure is the starting point.
The map has another side.
01 Systems
I am interested in the decisions, constraints, and feedback loops that make a product useful after the demo is over. I like carrying ideas across boundaries, from early questions to deployed systems.
Read the working approach02 Selected work
Open source is one visible part of the loop: understand a system, make an interface useful, and keep improving it in public.
A Python Spotify scraper that extracts data without requiring an API key.
Read the case study03 Principles
Frameworks are choices, not identities. I begin with the system: its users, constraints, data, and failure modes.
The interesting work rarely fits inside one layer. I like moving from early questions to architecture, implementation, and deployment.
Modern tools widen the range of what a careful builder can deliver. Judgment, verification, and accountability remain part of the work.
A system becomes real when it meets the world. I care about feedback loops, operations, and the second version as much as the first.
04 Public loop
Technical work becomes sharper when it can be examined. Public projects and answers keep the learning loop open.
05 Now
A good place to begin