Observability Platforms
Platform↕ | Vendor↕ | Primary Focus↕ | Founded↕ | Hosting↕ | Known For↕ |
|---|---|---|---|---|---|
Datadog | Datadog Inc. | Full-stack APM + logs + metrics | 2010 | SaaS | All-in-one observability giant, unified metrics/logs/traces, expensive but beloved by SREs |
New Relic | New Relic Inc. | APM + full-stack | 2008 | SaaS | Classic APM pioneer, usage-based pricing pivot in 2020, one UI for everything |
Grafana | Grafana Labs | Dashboards + metrics + logs | 2014 | Self-host + Grafana Cloud | Open source dashboarding king, Loki for logs, Tempo for traces, Mimir for metrics |
Honeycomb | Honeycomb.io | Event-based observability | 2016 | SaaS | Charity Majors' baby, wide events and high-cardinality queries, beloved by distributed systems folks |
Sentry | Sentry (Functional Software) | Error + performance monitoring | 2012 | SaaS + self-host | De facto error tracking for web apps, open source core, great stack traces, expanding into APM |
Prometheus | CNCF | Time-series metrics | 2012 | Self-host | CNCF time-series DB, pull-based scraping, PromQL, cornerstone of Kubernetes monitoring |
Elastic Observability | Elastic | Logs + metrics + APM on Elasticsearch | 2019 | SaaS + self-host | Observability on top of the ELK stack, Kibana dashboards, popular in log-heavy setups |
Splunk Observability Cloud | Cisco / Splunk | Logs + metrics + APM | 2019 | SaaS | Built from SignalFx + Omnition + VictorOps, Splunk's full-stack answer to Datadog |
Dynatrace | Dynatrace | APM + AIOps | 2005 | SaaS + managed | Enterprise APM with Davis AI for root cause, OneAgent auto-instrumentation, big in Fortune 500 |
AppDynamics | Cisco | APM | 2008 | SaaS + on-prem | Classic enterprise APM, Cisco acquisition for $3.7B in 2017, strong Java/.NET heritage |
Lightstep | ServiceNow | Distributed tracing | 2015 | SaaS | Founded by Ben Sigelman (co-creator of Dapper), tracing at scale, acquired by ServiceNow in 2021 |
SigNoz | SigNoz | Open source APM on OpenTelemetry | 2020 | Self-host + SaaS | Open source Datadog alternative, OpenTelemetry native, ClickHouse-backed |
OpenTelemetry | CNCF | Instrumentation standard | 2019 | Library/agent | CNCF vendor-neutral standard from merging OpenTracing and OpenCensus, now ubiquitous |
Chronosphere | Chronosphere | Cloud-native observability | 2019 | SaaS | Built by Uber's M3 team, cost control for metrics, high-scale cloud-native shops |
Axiom | Axiom | Logs and events | 2020 | SaaS | Next-gen log platform, flat pricing, edge-friendly, popular with serverless and Vercel stacks |
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