The next-generation observability architecture: Lessons from a decade of event-scale systems

This document outlines architectural patterns for large-scale observability platforms, advocating separation of storage, compute, and indexing to provide durable, open event data layers. It argues that decoupling allows the same telemetry to be analyzed across multiple tools, supports independent retention strategies, and enables adoption of new query engines or visualization systems without migrating historical data.