Data Engineer with experience in building and optimizing ETL pipelines, handling data anomalies, and ensuring data reliability across subscription and revenue systems. Skilled in Apache Spark, SQL, and Java, with proven expertise in performance optimization, API integration, and large-scale data migrations. Strong track record in accurate financial reporting (MRR/CMRR, tax compliance), resolving production issues, and improving system scalability.