Modulis vs Dash0
Complete Observability Beyond OpenTelemetry Foundations
Dash0 provides OpenTelemetry-native observability. Modulis goes further with session replay, product analytics, web analytics, and LLM monitoring—all self-hosted.
Feature Comparison
See how Modulis stacks up against Dash0 across every category that matters.
| Feature |  Modulis | D Dash0 |
|---|---|---|
| General | ||
| Unified Platform (All-in-One) | ✓ | ~ |
| Supports DevOps + Product + Business Teams | ✓ | ✗ |
| Fully Managed Platform | ✓ | ✓ |
| Multiple Tools Required | ✗ | ✓ |
| Unlimited Team Members | ✓ | ~ |
| Deployment & Architecture | ||
| Self-Hosted (Customer Infrastructure) | ✓ | ✗ |
| Cloud-like Experience | ✓ | ✓ |
| Vendor Lock-In | ✗ | ~ |
| Observability (Logs, Metrics & Traces) | ||
| Log Management | ✓ | ✓ |
| Metrics Monitoring | ✓ | ✓ |
| Distributed Tracing / APM | ✓ | ✓ |
| Session Replay & Debugging | ||
| Session Replay | ✓ | ✗ |
| Frontend + Backend Correlation | ✓ | ~ |
| End-to-End Debugging Workflow | ✓ | ~ |
| Product & Web Analytics | ||
| Product Analytics | ✓ | ✗ |
| Web Analytics | ✓ | ✗ |
| Event Tracking | ✓ | ~ |
| Dashboards & Visualization | ||
| Custom Dashboards | ✓ | ✓ |
| Pre-Built Dashboards | ✓ | ~ |
| Cross-Team Dashboards | ✓ | ~ |
| Real-Time Analytics | ✓ | ✓ |
| Data & Ownership | ||
| Customer Owns 100% of Data | ✓ | ✗ |
| Data Stored in Customer Infrastructure | ✓ | ✗ |
| Built-in Data Warehousing | ✓ | ✗ |
| AI & LLM Analytics | ||
| Native LLM Analytics | ✓ | ✗ |
| Prompt / Response Tracking | ✓ | ✗ |
| AI Agents | ✓ | ✗ |
| AI-Ready Architecture | ✓ | ~ |
| Pricing & Cost Control | ||
| Tier-Based Pricing | ✓ | ✓ |
| No Usage Overage Fees | ✓ | ~ |
| Transparent Billing | ✓ | ✓ |
| Compliance & Security | ||
| Minimal Compliance Overhead | ✓ | ✗ |
| Full Data Residency Control | ✓ | ✗ |
| Enterprise-Ready Architecture | ✓ | ~ |
What Makes Modulis Different?
Dash0 is an OpenTelemetry-native observability platform focused on logs, metrics, and traces. Modulis provides all of that plus session replay, product analytics, web analytics, and LLM monitoring in one unified platform.
Dash0 is cloud-hosted only. Modulis deploys on your infrastructure, giving you full data ownership, data residency control, and zero vendor lock-in.
Dash0 primarily serves engineering teams. Modulis is built for engineering, product, and business teams with cross-team dashboards and product analytics that bridge technical and business insights.
Dash0 lacks session replay and frontend user behavior analytics. Modulis connects frontend sessions to backend traces for complete end-to-end debugging workflows.
Modulis includes native LLM analytics and AI agent monitoring—capabilities Dash0 doesn't offer—making it the comprehensive choice for teams building modern AI-powered applications.