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Application Performance Monitoring software

Observability tools that trace requests, measure latency and surface errors across applications and services.

Vendors to know
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Application Performance Monitoring vendors to know

Established leaders, challengers, newer entrants and the tools practitioners recommend to each other. Being listed is not a ranking or an endorsement, and no vendor paid to appear.

  • Datadog APM

    Established leader

    Correlates distributed traces with logs, infrastructure metrics and real user monitoring in one interface; rated the most popular solution by PeerSpot users in August 2026.

  • Dynatrace

    Established leader

    AI-driven automatic root-cause analysis via its Davis engine; holds the largest APM mind share per PeerSpot and is acquiring AI observability firm Arize for $915 million.

  • New Relic

    Established leader

    Consumption-based observability platform popular with data-heavy engineering teams that want to retain and query all their own telemetry.

  • Splunk AppDynamics

    Cisco (Splunk)

    Established leader

    Business-transaction-focused APM still widely deployed in enterprise and Cisco-oriented application estates; ranked among the top five APM platforms by PeerSpot.

  • Grafana Cloud

    Grafana Labs

    Challenger

    Hosted version of the Prometheus-plus-Grafana stack, the most battle-tested combination for teams building their own metrics-based monitoring.

  • Elastic Observability

    Challenger

    APM and distributed tracing built on the Elastic Stack, appealing to teams already using Elasticsearch for logs and search.

  • Instana

    IBM

    Challenger

    Automated, full-stack APM with one-second granularity, positioned by IBM for enterprises needing fast, automatic instrumentation of microservices.

  • Honeycomb

    Emerging

    High-cardinality observability built around wide structured events, favoured by engineering teams debugging complex production issues via exploratory queries.

  • Middleware

    Emerging

    OpenTelemetry-native APM and observability platform marketed on cost-predictable, usage-based pricing versus per-host billing from larger incumbents.

  • SigNoz

    Community favourite

    Open-source, self-hosted APM built natively on OpenTelemetry and ClickHouse, commonly recommended as the top open-source Datadog alternative.

Reviews for this category are in progress.