Dose 210: What to Evaluate in Every Subscription Tech Stack

A big new player showed up in the subscription app store this week. Here is the framework I use to evaluate any subscription tech stack, and why replatforming is rarely your first move.

This week’s dose is also a full podcast episode, so tune in on your favorite platform:

Matt here with your weekly Subscription Prescription 💊

This week I got a fun little email from Stripe. I'm a Stripe customer, so it landed in my inbox: their Shopify subscription app is now live.

I clicked through to the listing. Zero reviews. Zero installs. And yet this is Stripe we're talking about, the company powering the processing behind Shopify Payments itself. A gargantuan in our space.

So I want to zoom out this week and look at the state of the subscription tech landscape, because that email is a signal worth reading.

Here's my take, and I could be wrong on this one. I don't think Stripe is here to take your subscription app lunch money. They'll be behind on features for a while, the same way Shopify's own subscription app was when it launched.

What I think Stripe actually wants is a bigger piece of the purchase itself. Order objects, product data, what gets bundled into a transaction. In an age where you can build almost anything with AI, you still need payment processing to power it. That's the ground Stripe is moving onto.

Why does that matter to you? Because it's a reminder that your subscription app is only one piece of a much larger ecosystem. And new tools are landing every week.

On the analytics side alone I keep running into Ham, Flaunt AI, and Finsi. One leans on a strong data layer and AI to spin up charts fast. One is a prompt-based interface you can ask questions. One takes your Shopify, Klaviyo, and Recharge data and actually recommends what to do next, even drafting campaigns for you to test.

More information than ever is at your fingertips. That's genuinely great. But it also creates a problem. You're can end up paying a lot of money on analytics and third-party tools.

So let me give you the framework I use when I'm evaluating a subscription tech stack with clients. Three things I want you to hold in your head before you touch anything.

1. Don't lose the forest for one annoying tree

It's so easy to get fixated on a single issue with a piece of software. Maybe you don't like that customers have to click one extra step in a cancel flow on your current app, and a competitor doesn't have that step.

Here's the honest math. That one step might be affecting 1% of your subscribers. Maybe 5% on a bad day. Meanwhile, migrating platforms is expensive, slow, and risky across your entire program.

I've done a lot of teardowns and feature comparisons across subscription apps over the years. What I've learned is that replatforming is almost never the right place to start. Most brands aren't using the full feature set of the app they already pay for.

Before you shop for something new, ask whether you've actually exhausted what you own. The upgrade you're looking for is usually already sitting in your current dashboard.

Takeaway: One irritating feature gap is not a reason to migrate. Audit how much of your current app you're actually using before you price out a replacement.

2. Most of what drives revenue barely touches the subscription app

This is the part brands get backwards. When I evaluate a stack, the first thing I look at is how you acquire subscribers. Your offer strategy. What you show people on your product page.

That lives mostly with your dev, your designer, and your ecommerce manager, making sure the subscription widget is embedded and working the way you expect. It's one of the most important places to be sharp, and it barely involves the app itself.

Next I look at the customer portal and the cancel flow. How much control do you have there? Can you run A/B tests on the cancel experience? At volume, you're losing a lot of people through that flow, and it's where better upsells and save offers pay off fast.

Then comes processing health, and this one is tricky. There's no single platform that's just better at processing than the rest. I've seen strong and weak processing on every app out there. It has far more to do with your business than your software.

When processing is the issue, I reach for third-party dunning tools to recapture failed payments, and I look at the fundamentals: lowering chargebacks, communicating the subscription clearly, getting your CX team involved when subscribers are upset.

Takeaway: Rank your evaluation by revenue impact. Offer and acquisition first, then portal and cancel flow, then processing health. That order is where the money actually moves.

3. Integrations decide whether your stack works as one system

The last thing I evaluate is integrations. What other apps does this tool connect to across your business?

I love Zaymo for interactive email, and it makes a subscription program more powerful. But I wouldn't switch platforms over a single integration. It's a factor, not a trigger.

What I'm really asking is whether your subscription app plays nicely with the rest of the machine. Your CX platform, your upsell tools, your surveys, your analytics layer. If the app doesn't talk to how the rest of your business is being built, that's a real problem, and it belongs on the list.

But it belongs further down the list. Integrations matter most once acquisition, portal, and processing are handled. They're the connective tissue, not the foundation.

More insights and better AI recommendations are wonderful. They can surface a simple fix or something profoundly wrong in your program. But information isn't the bottleneck for most brands.

The bottleneck is bandwidth. You still need the time, the people, and the effort to act on what the data tells you. A dashboard full of recommendations you can't execute doesn't move your business.

Takeaway: Weigh integrations by whether they help your stack operate as one system, and remember that no tool replaces the bandwidth to actually do the work.

Bottom line: Stripe entering the subscription app space is a signal, not an emergency. It's a good moment to look at your whole stack instead of one annoying feature.

When you evaluate, go in order of impact. How you acquire subscribers and structure offers. Your portal and cancel flow. Your processing health. Your integrations. That order is where revenue lives.

Don't replatform on a whim, and don't let a pile of shiny new analytics tools fool you into thinking information is the hard part. The hard part is the work. Focus your time on the pieces you actually control, and you'll head into Black Friday and Cyber Monday in a much stronger spot.

Until next Tuesday, that's your Subscription Prescription. 💊

- Matt Holman 🩺