I am a Sr Product Manager working on marketplace monetization and incentivization problems, with experience in structured, high-bar environments like Amazon. I am currently based in Dubai, with expertise in marketplace dynamics in the MENA region. I transitioned in Product Management from a finance background (CA+ CFA), so I understand how confusing and unstructured the journey can feel - especially without clear guidance. I help with: - PM interview preparation (product sense, execution, structured thinking) - Resume improvement and positioning - Transitioning into PM from non-tech backgrounds My approach is simple: clear structure, honest feedback and practical next steps - not generic advice. If you're preparing for PM interviews of trying to break into product, I'll help you identify what actually needs to improve and how to move froward.