Control access to Synthetic monitoring solutions using API keys or Certificate based authentication to ensure they don't become an attack path, preventing monitoring systems from forging network requests to gain access to internal systems.
Use IAM to control which types of metrics or traces can be pushed by different system to avoid a compromised system pushing fabricated metrics about a different service