Apache Airflow is not suitable for running 25,000 concurrent IoT device simulations because it is designed for orchestrating batch workflows with scheduled, heavyweight tasks not for high concurrency, real time, or event driven execution. Open source tools like Ray or Temporal are a better fit as they are built for distributed, concurrent processing and can efficiently handle large-scale simulations with lower latency and greater flexibility.