This study applies five foundational data analytics techniques to a Foreign Exchange (FX) trading blotter comprising 27,000 trade records executed between April 2023 and March 2024 at Union Bank of Nigeria. The dataset captures customer-facing FX spot, forward, and swap transactions across multiple currencies, client categories, and funding sources