In 5 minutes I will convince you to abandon Spark to do Polars. This lightning presentation proposes a direct comparison between Apache Spark and Polars, highlighting the advantages of performance, ease of use and efficiency of Polars compared to Spark for data processing. The objective is to demonstrate why Polars could represent the future of data processing, offering a modern and performant alternative to the traditional Spark ecosystem.