# SigNoz alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 636 of the 756 answers in the 3 categories where SigNoz holds a standing named it neither first nor as an alternative; these are the first choices those answers made. Page: https://it-ai-index.com/vendors/signoz/alternatives/

## Named instead, most often (every category and segment added)

- New Relic: 79
- Datadog: 52
- Dynatrace: 51
- Better Stack: 42
- Datadog Log Management: 37
- Datadog APM: 32

## Application performance monitoring

**Small business**: 52 of 84 answers did not name SigNoz (SigNoz is #3 of 10 at 6%).

- New Relic: first choice in 25 of those 52
- Sentry: first choice in 6 of those 52
- Datadog APM: first choice in 4 of those 52
- Elastic APM: first choice in 3 of those 52
- OpenObserve: first choice in 3 of those 52
- Scout APM: first choice in 3 of those 52
- AppSignal: first choice in 1 of those 52
- Atatus: first choice in 1 of those 52

**Mid-market**: 67 of 84 answers did not name SigNoz (SigNoz is #3 of 12 at 9%).

- New Relic: first choice in 17 of those 67
- Datadog APM: first choice in 14 of those 67
- Site24x7: first choice in 3 of those 67
- Elastic APM: first choice in 2 of those 67
- IBM Instana: first choice in 2 of those 67
- OpenObserve: first choice in 2 of those 67
- Dynatrace: first choice in 1 of those 67
- Grafana Stack: first choice in 1 of those 67

**Enterprise**: 80 of 84 answers did not name SigNoz.

- Dynatrace: first choice in 31 of those 80
- Datadog APM: first choice in 14 of those 80
- New Relic: first choice in 6 of those 80
- AppDynamics: first choice in 4 of those 80
- CubeAPM: first choice in 3 of those 80
- Middleware.io: first choice in 2 of those 80
- Dynatrace Platform Subscription: first choice in 1 of those 80
- Logit.io: first choice in 1 of those 80

## Observability platforms

**Small business**: 56 of 84 answers did not name SigNoz (SigNoz is #3 of 12 at 11%).

- Grafana: first choice in 18 of those 56
- Datadog: first choice in 7 of those 56
- New Relic: first choice in 7 of those 56
- Better Stack: first choice in 6 of those 56
- Uptrace: first choice in 3 of those 56
- Prometheus + Grafana: first choice in 2 of those 56
- Honeycomb: first choice in 1 of those 56
- OpenObserve: first choice in 1 of those 56

**Mid-market**: 69 of 84 answers did not name SigNoz (SigNoz is #4 of 12 at 8%).

- New Relic: first choice in 19 of those 69
- Datadog: first choice in 18 of those 69
- Grafana: first choice in 13 of those 69
- Dynatrace: first choice in 2 of those 69
- OpenObserve: first choice in 2 of those 69
- Prometheus: first choice in 2 of those 69
- Zabbix: first choice in 2 of those 69
- Better Stack: first choice in 1 of those 69

**Enterprise**: 80 of 84 answers did not name SigNoz.

- Datadog: first choice in 27 of those 80
- Dynatrace: first choice in 17 of those 80
- groundcover: first choice in 6 of those 80
- New Relic: first choice in 5 of those 80
- Splunk Observability Cloud: first choice in 3 of those 80
- Chronosphere: first choice in 1 of those 80
- Elastic Observability: first choice in 1 of those 80
- Honeycomb: first choice in 1 of those 80

## Log management

**Small business**: 75 of 84 answers did not name SigNoz (SigNoz is #9 of 11 at 1%).

- Better Stack: first choice in 30 of those 75
- SolarWinds Papertrail: first choice in 10 of those 75
- Graylog: first choice in 9 of those 75
- Datadog Log Management: first choice in 8 of those 75
- Grafana Loki: first choice in 5 of those 75
- Better Stack Logs: first choice in 2 of those 75
- Elastic Stack: first choice in 2 of those 75
- Grafana Cloud Logs: first choice in 2 of those 75

**Mid-market**: 75 of 84 answers did not name SigNoz (SigNoz is #9 of 12 at 0%).

- Datadog Log Management: first choice in 15 of those 75
- Graylog: first choice in 11 of those 75
- Grafana Loki: first choice in 7 of those 75
- Better Stack: first choice in 5 of those 75
- Elastic Stack: first choice in 3 of those 75
- Grafana Cloud Logs: first choice in 2 of those 75
- Splunk: first choice in 2 of those 75
- Axiom: first choice in 1 of those 75

**Enterprise**: 82 of 84 answers did not name SigNoz.

- Splunk: first choice in 30 of those 82
- Datadog Log Management: first choice in 14 of those 82
- CrowdStrike Falcon LogScale: first choice in 2 of those 82
- Elastic Observability: first choice in 2 of those 82
- Elastic Stack: first choice in 2 of those 82
- Grafana Loki: first choice in 2 of those 82
- Graylog: first choice in 2 of those 82
- New Relic Logs: first choice in 2 of those 82

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.