# Honeycomb, ServiceNow Cloud Observability (formerly LightStep) vs Splunk APM Comparison

| | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 35 | 20 | 20 | 
| **Largest Market Segment** | Mid-Market (45.5% of reviews) | Enterprise (47.4% of reviews) | Enterprise (76.5% of reviews) | 
| **Entry Level Price** | No pricing available | Free   Get started quickly | No pricing available | 

---
## Top Pros & Cons

### Honeycomb

Pros:
- Ease of Use (9 reviews)
- Insights (7 reviews)

Cons:
- Difficult Learning (3 reviews)
- Expensive (3 reviews)

### ServiceNow Cloud Observability (formerly LightStep)

**Not enough data**

### Splunk APM

Pros:
- Customer Satisfaction (1 reviews)
- Customer Support (1 reviews)

Cons:
- Inadequate Reporting (1 reviews)
- Inefficient Log Management (1 reviews)

---
## Ratings Comparison
| Rating | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
  | **Meets Requirements** | 8.9 (15 reviews) | 9.0 (14 reviews) | 8.9 (14 reviews) | 
  | **Ease of Use** | 8.3 (28 reviews) | 9.2 (14 reviews) | 8.6 (14 reviews) | 
  | **Ease of Setup** | 8.2 (23 reviews) | Not enough data | Not enough data | 
  | **Ease of Admin** | 9.0 (5 reviews) | Not enough data | Not enough data | 
  | **Quality of Support** | 9.3 (14 reviews) | 9.6 (14 reviews) | 9.2 (13 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.3 (5 reviews) | Not enough data | Not enough data | 
  | **Product Direction (% positive)** | 10.0 (14 reviews) | 7.9 (11 reviews) | 9.1 (13 reviews) | 

---
## Pricing

### Honeycomb

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### ServiceNow Cloud Observability (formerly LightStep)

#### Entry-Level Pricing

Plan: Community

Price: Free   Get started quickly

Key Features:
- Best for small projects
- Explore every feature
-  Community support

[Browse all 3 editions](https://www.g2.com/products/servicenow-cloud-observability-formerly-lightstep/pricing)

#### Free Trial

Yes

### Splunk APM

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Website Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Functionality

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Baseline** | Not enough data | Not enough data | Not enough data | 
| **Alerting** | Not enough data | Not enough data | Not enough data | 
| **Multi-Site Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | Not enough data | 
| **Multi-Channel Alerting** | Not enough data | Not enough data | Not enough data | 
| **Location Insights** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Website Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Digital Experience Monitoring (DEM)

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Experience

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Real-Time Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Session Replay** | Not enough data | Not enough data | Not enough data | 
| **Behavioral Analysis** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Digital Experience Monitoring (DEM)

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Content Management** | Not enough data | Not enough data | Not enough data | 
| **Alerts** | Not enough data | Not enough data | Not enough data | 
| **Budget Analysis** | Not enough data | Not enough data | Not enough data | 

#### Performance

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Uptime Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Performance Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Issue Tracking** | Not enough data | Not enough data | Not enough data | 
| **Resource Monitoring** | Not enough data | Not enough data | Not enough data | 

### Database Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Functionality

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Alerting** | Not enough data | Not enough data | Not enough data | 
| **Logging** | Not enough data | Not enough data | Not enough data | 
| **Response Time** | Not enough data | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Database Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Cloud Infrastructure Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | 9.0/10 | 7 |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Usage Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Database Monitoring** | Not enough data | Not enough data | Not enough data | 
| **API Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Monitoring - Cloud Infrastructure Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Security and Compliance Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Administration

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Activity Monitoring** | Not enough data | Feature Not Available | Not enough data | 
| **Multi-Cloud Management** | Not enough data | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | Not enough data | 
| **Auto-Scaling & Resource Optimization** | Not enough data | Not enough data | Not enough data | 

#### Analysis

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | 9.0 (5 reviews) | Not enough data | Not enough data | 
| **Spend Forecasting and Optimization** | Not enough data | Feature Not Available | Not enough data | 

#### Agentic AI - Cloud Infrastructure Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### AI Automation - Cloud Infrastructure Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **AI-Powered Anomaly Detection** | Not enough data | Not enough data | Not enough data | 
| **AI-Driven Insight Recommendations** | Not enough data | Not enough data | Not enough data | 

### AIOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Functionality

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Artificial Intelligence** | Not enough data | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | Not enough data | 
| **Systems Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Issue Resolution

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Root Cause Identification** | Not enough data | Not enough data | Not enough data | 
| **Proactive Identification** | Not enough data | Not enough data | Not enough data | 
| **Resolution Guidance** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **System Integration** | Not enough data | Not enough data | Not enough data | 
| **Alerting** | Not enough data | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - AIOps Platforms

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Log Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | 9.1/10 | 7 |
| **Splunk APM** | N/A | N/A |

#### Visibility

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Dashboards and Visualizations** | Not enough data | 9.5 (7 reviews) | Not enough data | 
| **Alerts and Notifications** | Not enough data | 7.9 (7 reviews) | Not enough data | 
| **Reporting** | Not enough data | 9.3 (7 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Automation** | Not enough data | 9.8 (7 reviews) | Not enough data | 
| **Performance Baseline** | Not enough data | 9.0 (7 reviews) | Not enough data | 
| **Real-Time Monitoring** | Not enough data | 8.8 (7 reviews) | Not enough data | 

#### Agentic AI - Log Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Enterprise Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Functionality

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Diverse Systems Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | Not enough data | 
| **Observability** | Not enough data | Not enough data | Not enough data | 
| **AI/ML Integration** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Single Pane of Glass** | Not enough data | Not enough data | Not enough data | 
| **Dashboards and Visualization** | Not enough data | Not enough data | Not enough data | 
| **Performance Baselines** | Not enough data | Not enough data | Not enough data | 
| **Alerting** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Enterprise Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Log Analysis

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Data Preparation

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Data Sources** | Not enough data | Not enough data | Not enough data | 
| **Indexing** | Not enough data | Not enough data | Not enough data | 
| **Automated Tagging** | Not enough data | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | Not enough data | 

#### Analysis

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Track Trends** | Not enough data | Not enough data | Not enough data | 
| **Detect Anomalies** | Not enough data | Not enough data | Not enough data | 
| **Metric and Event Data** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Alerts** | Not enough data | Not enough data | Not enough data | 
| **Live Tail** | Not enough data | Not enough data | Not enough data | 

#### Visualization

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Dashboards** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Log Analysis

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Application Performance Monitoring (APM)

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | 9.3/10 | 8 |
| **ServiceNow Cloud Observability (formerly LightStep)** | 8.4/10 | 5 |
| **Splunk APM** | N/A | N/A |

#### Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Performance Baselines** | Not enough data | 8.3 (5 reviews) | Not enough data | 
| **Performance Analysis** | Not enough data | 8.7 (5 reviews) | Not enough data | 
| **Performance Monitoring** | Not enough data | 8.0 (5 reviews) | Not enough data | 
| **AI/ML Assistance** | Not enough data | Not enough data | Not enough data | 
| **Multi-System Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Response

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Dashboards and Visualization** | 9.3 (5 reviews) | Not enough data | Not enough data | 
| **Incident Alerting** | 9.3 (5 reviews) | Not enough data | Not enough data | 
| **Root Cause Analysis (RCA)** | 9.0 (5 reviews) | 8.7 (5 reviews) | Not enough data | 

#### Agentic AI - Application Performance Monitoring (APM)

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Performance

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Real User Monitoring (RUM)** | 9.7 (6 reviews) | Not enough data | Not enough data | 
| **Second by Second Metrics** | Not enough data | Not enough data | Not enough data | 

#### Functionality

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Synthetic Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Transaction Mapping** | Not enough data | Not enough data | Not enough data | 
| **Load Balancing** | Not enough data | Not enough data | Not enough data | 
| **Cloud Observability** | Not enough data | Not enough data | Not enough data | 

### Container Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Alerts management

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Multi-mode alerts** | Not enough data | Not enough data | Not enough data | 
| **Opimization alerts** | Not enough data | Not enough data | Not enough data | 
| **Incident alerts** | Not enough data | Not enough data | Not enough data | 

#### Monitoring

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Resource utilization** | Not enough data | Not enough data | Not enough data | 
| **Real-time monitoring** | Not enough data | Not enough data | Not enough data | 
| **Performance baseline** | Not enough data | Not enough data | Not enough data | 
| **API monitoring** | Not enough data | Not enough data | Not enough data | 

#### Automation

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Resolution automation** | Not enough data | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | Not enough data | 

#### Analysis

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | Not enough data | 
| **Visualization** | Not enough data | Not enough data | Not enough data | 
| **Track trends** | Not enough data | Not enough data | Not enough data | 

#### Issue Resolution

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Root cause identification** | Not enough data | Not enough data | Not enough data | 
| **Resolution guidance** | Not enough data | Not enough data | Not enough data | 
| **Proactive identification** | Not enough data | Not enough data | Not enough data | 

### Observability Software

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | 8.3/10 | 13 |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Telemetry Collection & Ingestion - Observability

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Multi-Telemetry Ingestion** | Not enough data | Not enough data | Not enough data | 
| **OpenTelemetry Support** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Observability Software

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Visualization & Dashboards - Observability

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Service Dependency Mapping** | Not enough data | Not enough data | Not enough data | 
| **Unified Dashboard** | Not enough data | Not enough data | Not enough data | 
| **Trace Visualization** | 8.3 (6 reviews) | Not enough data | Not enough data | 

#### Correlation & Root Cause Analysis - Observability

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Cross-Telemetry Correlation** | Not enough data | Not enough data | Not enough data | 
| **Root Cause Detection** | Not enough data | Not enough data | Not enough data | 
| **Intelligent Alerting** | Not enough data | Not enough data | Not enough data | 

#### Scalability & Ecosystem Integration - Observability

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Kubernetes Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Hybrid/Multi-Cloud Support** | Not enough data | Not enough data | Not enough data | 

#### AI Features - Observability

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Predictive Insights** | Not enough data | Not enough data | Not enough data | 
| **AI-Generated Incident Summaries** | Not enough data | Not enough data | Not enough data | 
| **AI Anomaly Detection** | Not enough data | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Honeycomb** | N/A | N/A |
| **ServiceNow Cloud Observability (formerly LightStep)** | N/A | N/A |
| **Splunk APM** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (3):** [Observability Software](https://www.g2.com/categories/observability-software), [Application Performance Monitoring (APM) Tools](https://www.g2.com/categories/application-performance-monitoring-apm), [Cloud Infrastructure Monitoring  Software](https://www.g2.com/categories/cloud-infrastructure-monitoring)

**Unique to Honeycomb (6):** [Log Monitoring Software](https://www.g2.com/categories/log-monitoring), [Log Analysis Software](https://www.g2.com/categories/log-analysis), [Website Monitoring Software](https://www.g2.com/categories/website-monitoring), [Enterprise Monitoring Software](https://www.g2.com/categories/enterprise-monitoring), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [Container Monitoring Tools](https://www.g2.com/categories/container-monitoring-tools)

**Unique to ServiceNow Cloud Observability (formerly LightStep) (4):** [Container Monitoring Tools](https://www.g2.com/categories/container-monitoring-tools), [Log Monitoring Software](https://www.g2.com/categories/log-monitoring), [Enterprise Monitoring Software](https://www.g2.com/categories/enterprise-monitoring), [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring)

**Unique to Splunk APM (2):** [AIOps Tools](https://www.g2.com/categories/aiops-platforms), [Digital Experience Monitoring (DEM) Software](https://www.g2.com/categories/digital-experience-monitoring-dem)


---
## Reviewer Demographics

### By Company Size

| Segment | Honeycomb | ServiceNow Cloud Observability (formerly LightStep) | Splunk APM | 
|---|---|---|---|
| **Small-Business** | 12.1% | 15.8% | 5.9% | 
| **Mid-Market** | 45.5% | 36.8% | 17.6% | 
| **Enterprise** | 42.4% | 47.4% | 76.5% | 

### By Industry

#### Honeycomb

- **Information Technology and Services:** 20.0%
- **Computer Software:** 20.0%
- **Financial Services:** 16.7%
- **Hospital & Health Care:** 6.7%
- **Banking:** 6.7%
- **Research:** 3.3%
- **Non-Profit Organization Management:** 3.3%
- **Marketing and Advertising:** 3.3%
- **Logistics and Supply Chain:** 3.3%
- **Internet:** 3.3%
- **Other:** 13.3%

#### ServiceNow Cloud Observability (formerly LightStep)

- **Computer Software:** 47.4%
- **Information Technology and Services:** 10.5%
- **Financial Services:** 10.5%
- **Computer Games:** 10.5%
- **Telecommunications:** 5.3%
- **Online Media:** 5.3%
- **Gambling & Casinos:** 5.3%
- **Entertainment:** 5.3%

#### Splunk APM

- **Financial Services:** 29.4%
- **Computer Software:** 23.5%
- **Information Technology and Services:** 17.6%
- **Telecommunications:** 5.9%
- **Mechanical or Industrial Engineering:** 5.9%
- **Marketing and Advertising:** 5.9%
- **Internet:** 5.9%
- **Entertainment:** 5.9%

---
## Alternatives

### Alternatives to Honeycomb

- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews)
- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews)
- [New Relic](https://www.g2.com/products/new-relic/reviews) — 4.4/5 stars (583 reviews)
- [IBM Instana](https://www.g2.com/products/ibm-instana/reviews) — 4.4/5 stars (478 reviews)
- [Splunk AppDynamics](https://www.g2.com/products/splunk-appdynamics/reviews) — 4.3/5 stars (375 reviews)
- [LogicMonitor](https://www.g2.com/products/logicmonitor/reviews) — 4.5/5 stars (636 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Sumo Logic](https://www.g2.com/products/sumo-logic/reviews) — 4.3/5 stars (399 reviews)
- [SolarWinds Observability](https://www.g2.com/products/solarwinds-worldwide-llc-solarwinds-observability/reviews) — 4.3/5 stars (836 reviews)
- [LogRocket](https://www.g2.com/products/logrocket/reviews) — 4.6/5 stars (2360 reviews)

### Alternatives to ServiceNow Cloud Observability (formerly LightStep)

- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews)
- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews)
- [IBM Instana](https://www.g2.com/products/ibm-instana/reviews) — 4.4/5 stars (478 reviews)
- [New Relic](https://www.g2.com/products/new-relic/reviews) — 4.4/5 stars (583 reviews)
- [Splunk AppDynamics](https://www.g2.com/products/splunk-appdynamics/reviews) — 4.3/5 stars (375 reviews)
- [Sumo Logic](https://www.g2.com/products/sumo-logic/reviews) — 4.3/5 stars (399 reviews)
- [LogicMonitor](https://www.g2.com/products/logicmonitor/reviews) — 4.5/5 stars (636 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [SolarWinds Observability](https://www.g2.com/products/solarwinds-worldwide-llc-solarwinds-observability/reviews) — 4.3/5 stars (836 reviews)
- [LogRocket](https://www.g2.com/products/logrocket/reviews) — 4.6/5 stars (2360 reviews)

### Alternatives to Splunk APM

- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews)
- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews)
- [IBM Instana](https://www.g2.com/products/ibm-instana/reviews) — 4.4/5 stars (478 reviews)
- [New Relic](https://www.g2.com/products/new-relic/reviews) — 4.4/5 stars (583 reviews)
- [Checkmk](https://www.g2.com/products/checkmk/reviews) — 4.7/5 stars (293 reviews)
- [Sumo Logic](https://www.g2.com/products/sumo-logic/reviews) — 4.3/5 stars (399 reviews)
- [ServiceNow IT Operations Management](https://www.g2.com/products/servicenow-it-operations-management/reviews) — 4.4/5 stars (417 reviews)
- [LogicMonitor](https://www.g2.com/products/logicmonitor/reviews) — 4.5/5 stars (636 reviews)
- [Google Cloud Monitoring](https://www.g2.com/products/google-cloud-monitoring/reviews) — 4.2/5 stars (69 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews)

---
## Top Discussions

### Honeycomb

No discussions available for this product.

### ServiceNow Cloud Observability (formerly LightStep)

No discussions available for this product.

### Splunk APM

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/honeycomb-vs-servicenow-cloud-observability-formerly-lightstep-vs-splunk-apm)