The recent acceleration of digital transformation has increased the workload on technology teams, exacerbating the shortage of skilled resources. To mitigate this shortage, automation and autonomous self-service are crucial. Automating observability can significantly decrease the workload of SREs and tech teams. New Relic provides various ways to automate different layers of the observability stack, including telemetry collection, visualization, alerts, platform governance, and custom applications. The guided installer, APM and infrastructure agents, OpenTelemetry SDKs, MELT APIs, entities, workloads, dashboards, and custom applications can be used to automate these processes. Additionally, New Relic offers free accounts with 100 GB/month of free data ingest, allowing users to try out its features and start automating their observability stack.