Extracting data from unstructured messages: Regex, JSON, key-value parsing
Business intelligence mining: E-commerce transaction analysis
Data transformation: Creating business categories with case logic
Type conversion for reliability: Convert for safety, not performance
Complete analytics pipelines: Extract → Convert → Create → Choose