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The Python Package Index (PyPI) offers over 100,000 code library packages that help programmers accomplish various tasks. In this article, four different Python HTTP libraries - urllib, Requests, Octopus, and HTTPie - are compared for retrieving and parsing JSON results from a RESTful API using the Spotify API. Each library provides a unique approach to making HTTP requests, with varying levels of complexity and abstraction. The choice of library depends on personal preference and the specific requirements of the project, as each offers its own strengths and weaknesses in handling different types of requests.