Direct SDK ingestion
Point application SDKs at OTLP HTTP or gRPC with workspace-scoped authorization.
Start with one service or Collector, keep current compatible paths while teams migrate, validate logs, metrics, and traces on the same data plane, and standardize resource attributes before expanding coverage.

Instrumentation, transport, schema policy, storage, and operator validation remain separate decisions instead of one irreversible migration.
Use an existing Collector to fan out or mirror telemetry while the current backend remains in place.
workflow
The safest rollout proves transport and operator value before instrumentation expands across the estate.
Start with an SDK or auto-instrumentation path that covers a meaningful request flow.
Fan out from the Collector or send a bounded environment to molesignal first.
Confirm queries, dashboards, alerts, trace IDs, service names, and resource attributes against real traffic.
Apply naming, ownership, redaction, and routing rules as more teams and services adopt the path.
proof / shipped
The current product documents direct SDK and Collector paths, accepts OTLP telemetry, and exposes the resulting signals in native operator views.
Start with one service or Collector, keep current compatible paths while teams migrate, validate logs, metrics, and traces on the same data plane, and standardize resource attributes before expanding coverage.