This piece is a community contribution from Frances, a recognised leader in the Data, Analytics, and AI space. With over 16 years of experience, Frances has delivered impactful data solutions across various sectors, with a focus on data management in financial services. She has also contributed to multiple projects in data transformations, cloud migrations, and data products, using a range of technologies and tools. We highly appreciate her contribution and readiness to share her knowledge with MD101.We actively collaborate with data experts to bring the best resources to a 6000+ strong community of data practitioners.