How do you ensure data integrity and maintain compliance with governance and security policies?

To ensure data integrity, I focus on creating robust data validation checks within my code. For example, in my last role, I implemented regex checks to confirm the format of entered data and set up constraints in the database to prevent illogical entries. As for compliance with governance and security policies, I always keep up to date with the latest standards and make sure that my work aligns with them. I maintain strict access controls, using role-based permissions to ensure that only authorized individuals can view or modify sensitive data.

Ensuring data integrity and compliance with governance and security policies are critical aspects of my role as a Data Systems Developer. I use my programming skills, particularly in Python and Java, to write scripts that automate data validation processes. In my previous job, I developed a custom Python tool that cross-referenced data entries with existing records to catch duplicates and inconsistencies. I also implemented an automated versioning system for our data warehouse that kept track of changes and allowed rollbacks to previous states, which was key to maintaining data integrity and complying with our data governance framework. On the security front, I integrated role-based access control systems, using fine-grained permissions. I made sure to document these controls and trained team members on their importance, reflecting both the technical and communication facets of the role.

In my role as a Data Systems Developer, upholding data integrity and compliance is paramount. I leverage my programming expertise, particularly in Python, to craft sophisticated validation frameworks. For example, I instituted a multi-layer validation system in my last project, combining syntactical checks with rules-based validation, and integrated it with a Scala-based pipeline that further sanitized data. To address compliance, I worked on a team that customized a data warehousing solution with encryption-at-rest and in-transit features, aligning with industry privacy standards. My analytical skills came into play when I devised a real-time dashboard using Java, which monitored data transactions and flagged anomalies suggesting possible integrity or compliance breaches. Collaborating closely with data governance officers, I made sure that our security and governance policies were proactively updated. I also led workshops to educate my peers about best practices in secure coding and ethical data handling, which further reinforced a culture of accountability and adherence to our security policies.