Interview Observability

How do you control Splunk costs and license/ingest volume? [Intermediate]

Answer

I control Splunk cost by managing ingest volume, retention, index strategy, data value, filtering, sampling, compression, and search efficiency. The biggest lever is to avoid ingesting low-value or duplicate data in the first place.

Technical explanation

Define log levels and retention by environment: production errors and audits have higher value than dev debug logs.

Filter or route noisy data before indexing when it has no incident, compliance, or analytics value.

Use metrics or traces for high-frequency numeric signals instead of logging every event.

Hands-on example

Hands-on: create a daily ingest report by index, sourcetype, service, and log level. Find top producers with license_usage logs. Reduce DEBUG logs in prod, drop health-check access logs, shorten dev retention, and move high-volume numeric telemetry to metrics.

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