The integration of artificial intelligence (AI) with cloud-based analytics platforms has revolutionized data processing and decision-making. This research article explores the synergies between AI, Databricks, and Azure Data Lake Storage (ADLS), showcasing how organizations can harness AI capabilities to enhance data analytics workflows. Through a comprehensive analysis of real- world use cases, scalability assessments, performance optimizations, and cost efficiency evaluations, we demonstrate the transformative impact of AI-driven analytics on business outcomes.