Modulis vs Pendo
Product Experience with Full-Stack Observability
Pendo focuses on in-app guidance and product analytics. Modulis delivers that plus complete observability—logs, metrics, traces, session replay—all self-hosted.
Feature Comparison
See how Modulis stacks up against Pendo across every category that matters.
| Feature |  Modulis | P Pendo |
|---|---|---|
| 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?
Pendo is built for product managers who need in-app guidance, NPS surveys, and feature adoption tracking. Modulis serves both product and engineering teams with product analytics plus full-stack observability in one platform.
Pendo has no backend observability—no logs, no metrics, no traces. Modulis includes all of these alongside product analytics and session replay, so you don't need to juggle multiple tools.
Pendo stores all product data in their cloud. Modulis runs on your infrastructure, giving you full data ownership and making compliance with data residency requirements straightforward.
While Pendo offers limited session replay through its Retroactive Analytics, Modulis provides full session replay correlated with backend traces for complete debugging workflows.
Modulis includes native LLM analytics, AI agent monitoring, and real-time custom dashboards—capabilities Pendo doesn't offer—making it a comprehensive platform for modern engineering teams.