Practical guides on building custom internal tools and backoffice systems for SaaS teams.
8 articles
Mar 20, 2026·7 min read
AnalyticsMixpanel shows you feature usage events. A feature adoption dashboard shows you which accounts have adopted which features, where adoption is stuck, and which features correlate with renewal. Those are different questions.
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Feb 20, 2026·6 min read
AnalyticsCohort-level subscription analytics — retention curves, expansion by cohort, churn by plan tier — are the metrics that explain what's actually driving your revenue. Here's how to build a reporting tool that goes deeper than any off-the-shelf dashboard.
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Jan 30, 2026·6 min read
AnalyticsSpreadsheet revenue forecasts break the moment your billing model has more than one variable. A purpose-built forecast dashboard connects real-time billing data, pipeline signals, and renewal risk into one view.
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Dec 5, 2025·6 min read
AnalyticsOff-the-shelf tools like Chartmogul cover the basics, but growing SaaS teams outgrow them fast. Here's what it takes to build a custom MRR dashboard that pulls from Stripe, your CRM, and your database in one place.
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Nov 4, 2025·7 min read
AnalyticsBy the time a customer says they're leaving, it's usually too late. Here's how SaaS teams build internal churn signals that surface risk before the cancellation email.
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Oct 14, 2025·5 min read
AnalyticsMost SaaS teams know their aggregate trial conversion rate but not which trials are converting this week. A purpose-built dashboard turns account-level signals into a sales team's daily queue.
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Sep 30, 2025·6 min read
AnalyticsMixpanel tells you what users do. A product usage dashboard tells you which accounts are healthy, which are at risk, and which features are driving expansion. Here's how to build one.
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Aug 5, 2025·8 min read
AnalyticsMost SaaS teams know their top-level trial-to-paid conversion rate. Almost none can tell you which trial behaviors predict conversion, where trials stall, or which segments convert at 3x the average. A trial conversion dashboard makes those answers operational.
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