Support tools love to show you charts. But for a small Shopify app team, most of those numbers are noise. A handful actually predict whether merchants stay and whether your rating climbs.

Here are the ones worth watching — and what “good” looks like.

1. Median first-response time

How long until a merchant gets a first human reply. This is the single most important support metric for an app team, because it correlates directly with App Store ratings.

Watch the median, not the average — one outlier weekend ticket shouldn’t hide a healthy baseline. Aim for minutes, not hours, during your active windows. A mobile app with push notifications is the easiest way to get there without sitting in a dashboard all day.

2. Resolution time

How long from first message to “resolved.” First-response time gets the merchant’s attention; resolution time gets them their outcome. Track it per conversation and look for the long tail — the few tickets that drag on for days are usually the ones that turn into bad reviews.

3. Ticket deflection rate

How many merchants get an answer without ever opening a conversation, usually via your help center. A good help center embedded in your chat widget can deflect a large share of repetitive questions (“how do I connect my store?”), freeing you to answer the hard ones fast.

If your conversation volume grows but your team doesn’t, deflection is what makes that sustainable.

4. Conversations per merchant

A rising number of conversations per merchant can mean engagement — or it can mean confusion. Cross-reference it with where the conversations start. If they cluster around one feature, that’s a product or onboarding fix waiting to happen, not a support problem.

5. CSAT (where it fits)

A simple “was this helpful?” after resolution gives you a direct quality signal. Don’t over-index on it for low volume — a handful of responses is noisy — but watch the trend over time.

What to ignore (for now)

Total ticket count in isolation — more tickets isn’t inherently bad; slow tickets are.
Vanity dashboards with twenty widgets — pick three or four and act on them.

How Convot measures this

Convot groups activity into sessions and tracks first-response and resolution time automatically, so you see the numbers that matter without building reports. Because it’s contact-centric, you can also see a merchant’s whole history in one place — every conversation, across versions of your app.

Measure the few metrics that predict retention, then make them better. First-response time is the place to start.

The takeaway

You don’t need a support analytics suite. You need to answer fast, resolve completely, and deflect the easy questions — and to watch the three or four numbers that tell you whether you’re doing that.

Try Convot free and get first-response and resolution tracking out of the box.

The customer support metrics that matter for Shopify apps