API Traffic Data Collection and Preprocessing

Set up a mechanism to collect detailed logs from your API Gateway, including request headers, body, IP addresses, user-agent strings, and timestamps. Design a data pipeline to stream these logs into a Kafka topic or a similar message queue. Implement a data preprocessing service that cleans, normalizes, and extracts relevant features from these raw logs, preparing them for machine learning analysis.