Shani spent 9 years digging through SQL databases, JSON and wrangling software implementation for a B2B SaaS, where she also picked up web development (HTML, CSS) and programming in business rules. Self-taught in Swift before switching to Python, she’s turned her knack for problem-solving into tutoring preteens to adults in math and coding. Now, she’s building an EdTech app because workbooks annoyed her one too many times. “Python for Doers” is her no-fluff take on coding—born from real self-study habits, not theory, and meant to get you building fast.