In this talk, i will discuss how In today's data-driven world, the ability to leverage different query engines for diverse analytical needs is crucial for maximizing operational efficiency. This talk will explore transition to Apache Iceberg, highlighting how this technology has enabled us to use multiple query engines such as Apache Spark,Athena,Trino,Snowflake and more for various use cases and the challenges that came when having more than one engine