The OTel Collector's attributes processor can delete, hash, or redact high-cardinality label values in the pipeline before export. The metricstransform processor can aggregate away entire dimensions, and SDK-level limits drop overflow series at the application boundary. These layers let platform teams enforce cardinality budgets without requiring every development team to change their instrumentation code.