Apache Airflow vs ngrok

Apache Airflow is an open-source workflow orchestration platform for programmatically authoring, scheduling, and monitoring data pipelines. Workflows are defined as directed acyclic graphs (DAGs) in Python, with a web-based UI for monitoring and management. Airflow is widely used for ETL/ELT workflows, ML pipelines, and data engineering tasks.

ngrok is Tunneling tool that exposes local servers to the internet for testing webhooks, APIs, and demos.. It is available under a freemium model. This tool falls under the developer utilities category.