Apache Spark typically has a higher initial setup cost compared to AWS Lambda, which often appeals to those seeking a more budget-friendly serverless option. AWS Lambda provides cost efficiency with minimal upfront expenses, in contrast to the generally higher setup cost of Apache Spark.