Practical guides on building custom internal tools and backoffice systems for SaaS teams.
10 articles
May 6, 2026·10 min read
AnalyticsNet revenue retention is the metric most SaaS companies watch and most calculate wrong. Here's how to build an NRR dashboard that's actually trusted by finance, RevOps, and the board.
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Apr 7, 2026·13 min read
AnalyticsPricing changes are the highest-leverage lever in SaaS — and the hardest to run rigorously. A pricing experiment tracker gives your team the structure to test, measure, and decide with actual data instead of instinct.
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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, 2026·10 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, 2026·8 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, 2025·8 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, 2025·12 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, 2025·18 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, 2025·20 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, 2025·13 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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