The best dashboard for multiple SaaS products

From the SoleOS answers series — written about our own product space; grounded in published definitions and documented behavior, never invented numbers.

The best dashboard for multiple SaaS products is one that aggregates revenue and usage data across every product into a single view, without forcing you to log into each tool separately. For most solo founders running 2-10 products, that means something that connects directly to Stripe (and RevenueCat if you have mobile subscriptions), refreshes on its own, and lets you compare projects side by side rather than one-at-a-time.

Beyond that, "best" depends entirely on your setup. A founder with three web SaaS products on Stripe has different needs than someone running a mix of web apps and mobile subscriptions through App Store Connect and Google Play. Let's break down what actually matters.

What a portfolio dashboard needs to do

Strip away the marketing language and a multi-product dashboard has to do three things well:

Pull data from where your revenue and usage actually live. If your products span Stripe, RevenueCat, GA4, and app stores, your dashboard needs native connectors to all of them — not CSV exports you paste in manually every week. Manual exports are the reason most founders stop checking their numbers after month two.

Show you comparable metrics across products, not just per-product detail. Most analytics tools (including the ones built into Stripe and RevenueCat themselves) are designed to answer "how is this one product doing?" A portfolio dashboard needs to answer "which of my 8 products grew, which stalled, and where should I spend next week?" That's a different question and it requires normalized metrics — MRR, churn, growth rate — computed the same way across every project so you're comparing apples to apples.

Not take longer to maintain than the problem it solves. If keeping the dashboard updated becomes its own chore, you'll abandon it. This is the real argument against spreadsheets: they work fine for one product, but the maintenance tax scales linearly with every product you add, and most solo founders don't have that time to spare.

The three real options

Option 1: Check each tool's native dashboard. Free, no setup, but it doesn't scale past 2-3 products before the daily tab-switching becomes the actual bottleneck. You also lose any cross-product comparison — Stripe won't tell you that Product A's churn is creeping up relative to Product B.

Option 2: Build a spreadsheet that pulls from APIs or manual entry. Fully customizable, free if you already have the skills, but brittle. API keys expire, formulas break, and every new product means re-wiring the sheet. We wrote a detailed breakdown of where this holds up and where it doesn't in SoleOS vs a spreadsheet, including a free template if you want to try the DIY route first.

Option 3: Use a dedicated multi-product dashboard. This is where tools like SoleOS, Baremetrics, and a handful of others live. The tradeoff is a monthly cost in exchange for connectors that are maintained for you, cross-product views out of the box, and no formulas to babysit. Baremetrics is strong on subscription analytics depth for a single product; SoleOS is built specifically around the "I run 10 apps" use case with per-project comparison as the default view rather than an add-on. We've laid out the specifics in SoleOS vs Baremetrics if you're weighing the two.

What to actually check before picking one

Whatever you choose, verify these before committing:

• Does it connect to your actual stack? Web-only tools won't help if half your revenue comes through App Store Connect or Google Play. SoleOS connects to Stripe, RevenueCat, PostHog, GA4, Search Console, Bing Webmaster, App Store Connect, Google Play, Firebase, and Supabase today — see the full connector list with scopes and revocation details before you authorize anything.
• What happens to your data. Any tool touching Stripe or RevenueCat needs OAuth access to revenue data. Read the security overview for whatever you pick, and ask specifically whether raw customer data or credentials ever leave your connected accounts.
• How metrics are defined. MRR, churn, and growth rate all have multiple valid definitions. A dashboard that doesn't publish its exact formulas is asking you to trust a black box. SoleOS publishes the metrics dictionary with exact formulas and caveats for this reason — check whatever tool you're evaluating does the same.
• Whether projections are honest about uncertainty. Forecasting revenue from 10 days of data is a guess dressed up as a chart. SoleOS requires a minimum of 21 days of history before showing a projection and reports the model's R² so you can see how confident the fit actually is — look for similar guardrails elsewhere.

Where SoleOS fits (and where it doesn't)

Disclosure: this is the SoleOS blog, so take the following with that in mind — we're not a neutral party.

SoleOS is portfolio intelligence built specifically for founders running multiple products: Solo (5 projects, $19/mo), Maker (15 projects, $39/mo), and Portfolio (40 projects, $79/mo), all with a 7-day trial and early-access pricing locked for as long as you stay subscribed. It connects to the sources listed above, computes cross-project metrics on shared definitions, and uses AI (via Anthropic) on aggregated metrics and project names only — never credentials or raw event data, and it doesn't train on your data. Read how SoleOS uses AI for the full breakdown, or check the live demo with sample data before signing up for anything.

That said — if you run a single product, SoleOS is the wrong tool. Use Stripe's or RevenueCat's native dashboard; you don't need cross-project comparison for one project. And if you're comfortable maintaining API pulls yourself and only have two products, a well-built spreadsheet might genuinely serve you better for free. The moment that changes is usually somewhere around product 3 or 4, when checking each tool daily starts eating real time, and that's the actual signal to look for — not a specific tool.

For a concrete look at what tracking revenue across sources actually involves, see tracking Stripe and RevenueCat together, and for a grounded take on whether running multiple products is even worth the coordination overhead, real numbers from a 10-app portfolio is worth reading before you optimize your dashboard for a strategy you haven't validated yet.

Frequently asked questions

Is there a free dashboard for multiple SaaS products?

Stripe and RevenueCat both have free native dashboards, but they only show one product at a time and won't compare across your portfolio. A spreadsheet pulling from their APIs is the free route for cross-product views — see SoleOS vs a spreadsheet for a template and its limits. Dedicated portfolio tools generally charge a monthly fee because they maintain the connectors and uptime for you.

Do I need a dashboard if I only run 2 products?

Probably not yet. Two products' native dashboards are manageable to check daily. The tipping point is usually 3-4 products, when tab-switching and manual comparison start costing more time than a dedicated tool would save you.

Can one dashboard show both web SaaS and mobile app subscription data?

Yes, if it connects to both Stripe (web) and RevenueCat or the app stores directly (mobile). Check the specific connector list of any tool before assuming — plenty of "SaaS dashboards" are web-only and will miss App Store Connect or Google Play revenue entirely.

How do I know if the metrics I see are calculated correctly?

Ask for the exact formula, not just the metric name. MRR alone has several valid definitions (does it include one-time charges? how are refunds handled?) and a tool worth trusting should publish this. That's why we maintain a public metrics dictionary rather than leaving definitions implicit.

What's the biggest mistake founders make when choosing a portfolio dashboard?

Picking based on features before confirming the tool actually connects to their real stack. It's common to sign up, connect Stripe, and only then realize mobile subscription data or Search Console data isn't supported. Check the connector list first, always.