In today's data-driven world, ensuring data quality is crucial for organizations to derive accurate insights and make informed decisions. The process of transforming raw data into valuable information is akin to refining oil, requiring meticulous monitoring and transformation to prevent inaccuracies. A data quality dashboard serves as a vital tool for organizations to track and maintain data integrity through key metrics such as accuracy, completeness, consistency, timeliness, validity, and integrity. Building an effective dashboard involves several steps: retrieving relevant data, preparing it for use, creating engaging visualizations, interpreting the data accurately, and continuously improving the process. Tools like Acceldata can enhance this process by providing data observability and reliability features. Ultimately, a well-maintained data quality dashboard helps organizations proactively manage data health, complies with regulatory standards, and builds trust among stakeholders, ensuring that data remains a reliable asset.