Modulis vs SigNoz
Enterprise-Grade Observability Beyond Open-Source Foundations
SigNoz offers open-source observability. Modulis goes further with session replay, product analytics, web analytics, LLM monitoring, and a fully managed self-hosted experience.
Feature Comparison
See how Modulis stacks up against SigNoz across every category that matters.
| Feature |  Modulis | S SigNoz |
|---|---|---|
| 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?
SigNoz provides solid open-source observability with logs, metrics, and traces, but it stops there. Modulis extends beyond traditional observability to include session replay, product analytics, web analytics, and LLM monitoring—all in one platform.
While SigNoz is self-hosted, teams are responsible for managing the infrastructure, upgrades, and scaling. Modulis delivers a fully managed experience on your infrastructure—cloud-like simplicity without the operational burden.
SigNoz is built primarily for engineering teams. Modulis is designed to serve engineering, product, and business teams equally, with cross-team dashboards and product analytics that bridge the gap between technical and business insights.
SigNoz lacks session replay and frontend observability. Modulis connects frontend sessions to backend traces, giving teams end-to-end visibility from user click to database query.
Modulis includes native LLM analytics and AI agent monitoring that SigNoz doesn't offer, making it the right choice for teams building and operating AI-powered applications.