Modern companies are under pressure to accelerate digital transformation (DX) by leveraging analytics to optimize all aspects of business. Data observability is a key approach in helping organizations improve reliability, scalability, and cost effectiveness in their data operations. By monitoring, analyzing, and acting on data from various sources, businesses can gain insights into potential issues and take proactive measures to prevent them. This leads to improved efficiency, faster innovation, and better decision-making across the organization.