How do I build a churn and retention dashboard in Python?

This Reflex template covers churn, renewal, cohort, and engagement KPIs with a customer table carrying health score, plan, owner, renewal date, and risk reason. Pandas does the cohort maths, so the definitions are visible in code.

How do I calculate cohort retention curves?

Customers are grouped by signup period and tracked forward, producing retention curves alongside repeat usage, revenue retention, and expansion. Because the calculation is Pandas, you can change the cohort window or switch to revenue-weighted retention directly.

What's a good alternative to Amplitude or Mixpanel?

For retention reporting, product analytics tools answer the question well but are hard to point at billing or CRM data, and pricing scales with events. This template joins whichever sources you already have and keeps the churn definition explicit.

Can it connect to Postgres, Snowflake, or a billing system?

Yes. Cohort and churn maths run over a DataFrame, so the seeded records can be swapped for real ones in place. Teams commonly join subscription records from Stripe or their billing database with product usage from a warehouse, then feed the combined frame to the same views.

Back to Templates

Customer Retention Dashboard

#Analytics#Sales & Marketing

Build a customer retention dashboard in Reflex with Python, database-ready workflows, polished UI, and tools for retention analytics and churn monitoring.

Preview

Code

/index

Workspace is ready

Customer Retention Dashboard template interface showing churn, renewal, cohort, and engagement KPIs

Use template

Tech Stack

ReflexPythonPandasSQLModelSQLiteCharts

Integrations

Key Features

Customer retention dashboard with churn, renewal, cohort, and engagement KPIs

Cohort charts for retention curves, repeat usage, revenue retention, and expansion

Customer table with health score, plan, owner, status, renewal date, and risk reason

Filters for segment, cohort, plan, owner, region, and lifecycle stage

Risk queue for outreach, renewal review, upsell, and save actions

Dashboard-ready model for SaaS, subscription, marketplace, and account-based teams

Requirements

Customer, subscription, usage, renewal, and churn records

Health score, risk, lifecycle, and owner fields for retention workflows

Cohort periods and retention metrics your team uses

About This Template

Build a production-ready customer retention dashboard with Reflex and Python. This template is designed for growth, customer success, and SaaS teams tracking retention and churn who need a usable app structure for retention analytics, churn monitoring, cohort analysis, and customer success reporting, not a static mockup. The app pattern includes a focused dashboard, searchable tables, detail views, validated forms, status-aware actions, empty and loading states, and database-ready state management. Use it as a starting point for a customer retention analytics dashboard, retention dashboard, churn dashboard, and customer analytics dashboard while keeping full control of the Python codebase.

Frequently Asked Questions

Related Templates

Browse All

SEO Performance Dashboard template interface showing twelve-week SEO performance trend, query and page opportunity ranking

SEO Performance DashboardBuild an SEO dashboard and SEO performance dashboard with clicks, impressions, rankings, query trends, and landing-page analysis.

#Sales & Marketing#Analytics

Use Template

Broker CRM Dashboard template interface showing clients, contacts, opportunities, policies, and renewals

Broker CRM DashboardBuild a broker CRM in Reflex with Python, database-ready workflows, polished UI, and tools for broker CRM and client pipeline.

#Sales & Marketing#Finance

Use Template

Business Analytics DashboardBuild a business analytics dashboard in Reflex with Python, database-ready workflows, polished UI, and tools for KPI reporting and revenue tracking.

#Analytics

Use Template

Use template

Tech Stack

ReflexPythonPandasSQLModelSQLiteCharts

Integrations

Key Features

Customer retention dashboard with churn, renewal, cohort, and engagement KPIs

Cohort charts for retention curves, repeat usage, revenue retention, and expansion

Customer table with health score, plan, owner, status, renewal date, and risk reason

Filters for segment, cohort, plan, owner, region, and lifecycle stage

Risk queue for outreach, renewal review, upsell, and save actions

Dashboard-ready model for SaaS, subscription, marketplace, and account-based teams

Requirements

Customer, subscription, usage, renewal, and churn records

Health score, risk, lifecycle, and owner fields for retention workflows

Cohort periods and retention metrics your team uses