I moved from data analyst to product manager, and most of what I know came from doing it the hard way. Today I'm a PM at Zinnia building transaction-automation and payment platforms; before that I worked on e-commerce marketplace tools at I2O Retail and logistics operations at Tata Digital and Shiprocket. I like operations-heavy products — the kind where a workflow change saves an entire team hours a week. I also build AI side projects with LLMs and multi-agent systems. Book time with me if you're trying to break into PM, transitioning from an analyst role, or want an honest review of your resume or portfolio.