Shopify Analytics App Checklist to Use Before Buying

shopify analytics app checklist

Not every analytics app is built with your business in mind. Before you hit purchase, take a step back. A few key questions can save you from paying for another tool you won’t actually use.

Does It Show What Actually Moves the Needle?

Some tools look good but don’t go deep enough. Ask yourself: can it show SKU-level sales, repurchase rates, or trends by customer segment? Your analytics tool should help you answer real business questions, not just vanity metrics.

Is It Built for Growing Stores?

Beginner apps often hit limits fast. A strong Shopify analytics app checklist includes:

Segmented customer insights (first-time vs. repeat)
Sales by product type, vendor, and discount
Historical tracking to see patterns over time

If these aren’t in the mix, you’ll be forced to upgrade again later.

Does It Cut Time, Not Add Work?

If you’re still downloading CSVs and piecing together answers, that’s a problem. The right app should reduce manual work and deliver clear insights fast. Otherwise, it becomes another dashboard you ignore.

Is the Pricing Clear and Scalable?

Some apps charge based on order volume, others lock key features behind higher tiers. Review the pricing page carefully. By the Numbers keeps things simple with transparent pricing, so you know exactly what you’re getting as you grow.

Does It Align With Your Goals?

If your focus is increasing repeat purchases or managing inventory smarter, your analytics tool should reflect that. A good Shopify analytics app checklist ties back to your store’s real goals—not someone else’s roadmap.

Before you pay, revisit your needs. Then ask whether the tool can keep up—not just today, but six months from now.

Keep reading

If you want the full picture on Shopify analytics and reporting, start with the Shopify reporting framework.

By the Numbers builds this into the dashboard. See Shopify analytics reporting.