Encode and Decode Base64 Data in Python
Learn how to use Python's base64 module to encode binary data as text and decode Base64 strings back to bytes.
Learn Python programming from scratch
Learn how to use Python's base64 module to encode binary data as text and decode Base64 strings back to bytes.
Compare Python threading, multiprocessing, and asyncio side by side with benchmarks so you can choose the right concurrency model for your workload.
Build a complete async web scraper in Python using asyncio and aiohttp, with concurrency limiting, error handling, result parsing, and CSV export.
Learn what testing means in Python, the core ideas behind automated tests, and the built-in and third-party tools that make testing practical.
Write and run your first Python unit test step by step, using unittest to check a small function and understand the test output.
Learn the core features of Python's built-in unittest framework: assertion methods, setUp and tearDown, test discovery, skipping tests, and subtests.
Learn how pytest simplifies Python testing with plain assert statements, fixtures, parametrize, markers, and built-in unittest compatibility.
Learn how to structure test directories, run tests with unittest and pytest, configure test discovery, and integrate tests into your workflow.
Learn how to test that your Python code raises the right exceptions and handles edge cases like empty inputs, boundary values, and unexpected types.
Learn how to use unittest.mock to replace external dependencies like databases and APIs with mock objects, so your unit tests stay fast and reliable.
Learn how to implement the singleton pattern in Python and why module-level variables often serve the same purpose more naturally.
Apply safe refactoring techniques to a complete Python project, transforming messy code into clean, maintainable modules step by step.