When to use Native SQL Processing vs. Application-Side Processing.How Do Yourself Parallelism (DYP) can accelerate large-scale data operations.Practical implementations of parallel file loading and batch querying using Python (Pandas) and ThreadPoolExecutor.Balancing SQL-native optimizations vs. external parallel execution techniques for large dataset processing.