Modulis vs Mixpanel
Product Analytics with Full-Stack Observability
Mixpanel leads in product analytics. Modulis combines that with full observability—logs, metrics, traces, session replay—plus LLM monitoring, all self-hosted.
Feature Comparison
See how Modulis stacks up against Mixpanel across every category that matters.
| Feature |  Modulis | M Mixpanel |
|---|---|---|
| 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?
Mixpanel is a leader in product analytics with powerful funnels, cohorts, and retention analysis. Modulis provides comparable product analytics alongside full-stack observability—logs, metrics, traces, and session replay—in one platform.
Mixpanel serves product and growth teams but engineering teams need completely separate tools. Modulis is built for both, providing a single platform where product insights and technical observability coexist.
Mixpanel stores all analytics data in their cloud. Modulis runs on your infrastructure, giving you complete data ownership and control over data residency and retention.
Mixpanel doesn't offer session replay, log management, or distributed tracing. Modulis includes all of these, eliminating the need for a separate APM tool alongside your analytics platform.
Modulis includes native LLM analytics and AI agent monitoring that Mixpanel doesn't offer, making it the right choice for teams building AI-powered products who need both analytics and observability.