Datadog
The unified monitoring and security platform for high-scale cloud-native ecosystems.
Unified observability and AIOps for the OpenTelemetry-first enterprise.
Lightstep, now fully integrated as ServiceNow Cloud Observability, is a high-scale observability platform built on the foundation of OpenTelemetry (OTel). Its architecture is designed to handle the massive data volumes produced by modern microservices without the prohibitive costs of traditional APM. In 2026, Lightstep leads the market by providing 'Change Intelligence,' a specialized engine that automatically correlates performance regressions with code deployments and infrastructure changes. This reduces Mean Time to Resolution (MTTR) by eliminating the manual search for 'what changed.' By treating Traces, Metrics, and Logs (MELT) as a unified data stream, it allows SREs to pivot between high-level SLO dashboards and granular span-level data instantly. Furthermore, its native integration with the ServiceNow ITOM and ITSM suites creates a closed-loop system where performance issues in the cloud automatically trigger intelligent workflows and incident records in the ServiceNow platform, bridging the gap between DevOps and IT Operations.
Automatically correlates changes in latency or error rates with specific deployments, configuration changes, or infrastructure shifts.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
The platform is built entirely on OTel standards, requiring no proprietary agents for data collection.
Real-time topology maps generated from distributed traces showing traffic flow and health between microservices.
Seamless pivoting between Metrics, Events, Logs, and Traces in a single UI context.
Supports querying and filtering by virtually any attribute (customer_id, version, container_id) without performance degradation.
Native integration with ServiceNow Flow Designer to trigger business processes from technical alerts.
Synthetic monitoring from global locations to verify external availability of endpoints.
Engineers spend hours looking at dashboards during an outage trying to find the source of the problem.
Registry Updated:2/7/2026
Identify the specific microservice and offending line of code.
Roll back the deployment in the CI/CD tool.
Ensuring performance parity when moving services from on-prem to AWS/Azure.
Tension between product teams wanting features and SREs wanting stability.