SpotifyScraper
A Python library for extracting Spotify metadata without official API authentication.
Read the project detailsAli Akhtari · Systems builder
I work across software, automation, product questions, and operations. The goal is not a polished demo. It is a useful system that can be understood, deployed, maintained, and improved.
Follow a line. The structure is the starting point.
The map has another side.
01 Systems
Before choosing tools, I want to understand the user, the constraints, the data, the failure modes, and the feedback loop. Those decisions shape whether software remains useful after launch.
Read the working approach02 Selected work
SpotifyScraper is a maintained Python library, not a placeholder project. Its code, package, documentation, and public history show how I approach external systems and developer-facing tools.
A Python library for extracting Spotify metadata without official API authentication.
Read the project details03 Principles
Start with the user, the constraint, the data, and the failure mode. A framework is useful only after the system is understood.
Useful software crosses boundaries. I care about the path from the first question through architecture, implementation, deployment, and maintenance.
Automation should remove repeated work without hiding important decisions. The output still needs verification, ownership, and a clear failure path.
A project is more than its first release. Documentation, feedback, operational details, and the next iteration are part of the product.
04 Public loop
Public code and technical answers make the work inspectable. Feedback exposes assumptions and improves the next version.
05 Now
A good place to begin