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Data security is paramount in the financial services industry, stanley cup becher where institutions handle vast amounts of sensitive information. As one of the largest banks in North America, a stanley botella major financial institution has embraced a Digital First strategy, driving the need to innovate and modernize its data management processes while ensuring strict compliance with cybersecurity requirements. This article examines how this institution leveraged Amazon Redshift and AWS Lake Formation to create a secure, scalable, and efficient analytic environment that meets stringent data protection standards.Challenges in Data Security and ComplianceThe institution s commitment to digital transformation required them to secure personally identifiable information PII , Payment Card Industry PCI data, and high privacy risk HPR data. Given the sensitivity of this data, they needed a solution that provided fine-grained access control, encrypted data storage, and robust identity management.The primary challenge lies in implementing field-level encryption and managing access control for different user roles. The diverse user base, including busine stanley taza ss analysts, data engineers, and data scientists, required customized access to data based on their specific roles and responsibilities. The bank needed to ensure that only authorized personnel could access sensitive data in clear text, whether it was stored in Amazon Redshift or their Amazon S3 data lake.Solution Overview: Integrating Amazon Redshift with AWS L |