Shopify Official Bundles App Review: What it does, Limitations, and When You Need More
Shopify has its own free bundling app, simply called “Bundles.” It lets you create fixed bundles and multipacks directly...
Digital Marketing Specialist
There’s a fact that Shopify’s built-in reports can cover the basics, but they often fall short when merchants need more flexibility and detail. Once you start tracking performance more closely, it becomes harder to manage sales, inventory, profit, tax, payouts, and team reporting with default analytics alone.
Choosing the right reporting app can save time and make your data much easier to use. In the sections below, we will compare the leading options, review each app in more detail, and help you find the best fit based on your reporting goals, export needs, and preferred level of customization. Let’s check them out!
Before comparing tools, focus on 4 things that matter most. The best Shopify reporting apps usually combine flexible report building, practical export options, deeper analytics, and an easy setup experience.
The first is a custom report builder. Rather than being limited to Shopify’s default views, a good reporting app lets you shape reports around your own business questions, things like:
The second is flexible export options. Reporting data only becomes useful when it reaches the right people at the right time, which is why the best apps let you:
The third is reporting depth. Basic sales numbers are just the starting point. A strong reporting app helps merchants track performance across multiple areas, including:
The fourth is ease of use and setup. Even the most feature-rich app loses its value if it takes too long to configure or feels too technical to use regularly. Look for apps that offer:
Many of the apps covered below bring these 4 strengths together in different ways, whether you prioritize deep customization like Mipler and Report Pundit, automated delivery like Data Export and IO Reports, or a simpler reporting workflow like Report Toaster. The quick comparison table below will help you scan those differences at a glance before diving into the full reviews.

Mipler is a self-service business intelligence app built for Shopify that combines custom reporting, dashboards, AI analytics, and live Google Sheets integration in one place. Its drag-and-drop report builder lets any merchant create detailed reports in minutes, pulling from any Shopify field, including tags, metafields, and line item properties.
Reports sync in real time, support multi-store setups, and can be scheduled for automatic delivery on a daily, weekly, or monthly basis. The app also includes an AI assistant that generates reports from plain-language prompts and connects to external tools such as Claude and ChatGPT via MCP integration.
Key features:
Pros & things to consider:
Why choose this app: We would put Mipler near the top for merchants who want one app that can cover day-to-day reporting needs without feeling too narrow or too complex. It looks especially strong for teams that need a practical mix of customization, automation, and shareable reporting in one place.

Report Pundit is built for merchants who want flexible reporting without having to start from scratch every time. It combines 150+ prebuilt reports with custom reporting tools for sales, tax, payouts, inventory, fulfillment, customer behavior, and POS data. The app also supports advanced filters, calculated fields, custom metrics, and 30+ integrations, which makes it a strong fit for stores with more complex reporting needs. Best for growing businesses that need deeper customization and recurring operational reporting.
Key features:
Pros & things to consider
| Pros | Things to consider |
|---|---|
| – Gives merchants room to grow from prebuilt reports into more advanced reporting logic without switching tools.- Strong support model, including free report setup on paid plans and repeated praise from merchants for fast custom report help.- Especially useful when reporting needs extend beyond core Shopify data into payments, shipping, marketing, or subscription tools. | – The free plan is limited to stores with fewer than 1,000 lifetime orders.- Some important features, including calculated data fields and automated scheduling, are reserved for paid plans. |
Why choose this app: We would look at Report Pundit when reporting is likely to become more complex over time. It is one of the stronger options for teams that want both a quick starting point and enough flexibility to build more tailored reports later.

Better Reports is a reporting app for merchants who want high flexibility and control over how they analyze store data. It covers sales, payments, inventory, customers, payouts, and more, and supports custom reports, formulas, metrics, charts, and scheduled delivery. The app is positioned as a deeper reporting tool than Shopify’s native analytics, with broad field access and a free custom report service. Best for merchants who need detailed, highly customizable reporting and are willing to handle a more advanced setup.
Key features:
Pros & things to consider
Why choose this app: We would shortlist Better Reports when flexibility matters more than simplicity. Its mix of formulas, reusable metrics, pivot-style analysis, and scheduled delivery makes it especially useful for merchants who want to explore data in depth rather than just export it.

Data Export IO Reports is a strong fit for merchants who already know what data they need and want a reliable way to build, format, and deliver reports at scale. Its positioning is more workflow-driven than beginner-oriented, which makes it particularly relevant for operations, finance, and reporting-heavy teams. Best for growing businesses that depend on recurring reports and detailed data control.
Key features:
Pros & things to consider:
Why choose this app: We think Data Export IO makes the most sense when reporting is part of an ongoing operational process, not just something you check occasionally. If your team needs the same reports delivered regularly in the right format to the right place, this app looks more compelling than tools built mainly around quick analytics views.

Xporter is best viewed as a reporting tool for merchants who treat reporting as part of a broader data workflow, not just something they check inside Shopify. It focuses heavily on customizable exports, recurring deliveries, and precise formatting, making it especially relevant for teams sending data to warehouses, vendors, finance systems, or spreadsheets.
The app also supports hidden Shopify data such as metafields, line item properties, transactions, and payouts, giving merchants more control over what gets included in each export. Best for operations-heavy teams that need structured data to move reliably between systems.
Key features:
Pros & things to consider
Why choose this app: We would shortlist Xporter when the main goal is to move data out of Shopify in the right format and on the right schedule. It makes the most sense for teams that care more about delivery workflows, system handoffs, and recurring exports than about presentation in a reporting dashboard.

Report Toaster is one of the more approachable reporting apps in this category, but it still offers enough depth for merchants who want more than basic exports. It gives users access to real-time data, customizable reports, AI-assisted report creation, and built-in sharing or scheduling tools without making the setup feel overly technical.
The app also supports charts, calculated fields, inventory history, and multi-store reporting, giving it a broader scope than many SMB-friendly tools. Best for merchants who want a balance between ease of use and reporting power.
Key features:
Pros & Things to consider
Why choose this app: We would consider Report Toaster for merchants who want reporting that feels accessible on day one but still leaves room to go deeper later. It is a good middle ground for SMBs that need more than simple exports, but do not necessarily want a highly technical reporting setup.
The best choice depends on what you actually need to do with your data, not just how many features an app offers. Here are the 4 clearest use cases to choose from:
In the end, Shopify reporting apps can do much more than fill gaps in Shopify’s default reports. The right app can make it easier to track performance, share data, and turn numbers into decisions your team can actually use. Let’s focus less on which app is the most advanced and more on which one best fits your business.
Yes, many of them do. Apps like Better Reports and Report Pundit allow you to pull in Cost of Goods Sold (COGS), shipping costs, and custom metrics to calculate your actual profit margins, which Shopify’s default revenue reports do not always show clearly.
Not necessarily. While some apps are built for data analysts, options like Report Toaster and Mipler are specifically designed to be approachable. They rely on drag-and-drop builders, pre-made templates, and even AI prompts, so you don’t need to know how to write formulas.
It depends on the app. Tools like Report Pundit integrate directly with dozens of other Shopify apps (such as subscription tools or marketing platforms), allowing you to combine third-party app data with your core Shopify sales data in a single report.
Almost every app on our list offers a free trial (usually 7 to 15 days), and some, like Mipler and Report Toaster, have free plans for smaller stores. We highly recommend installing one, building the exact report you need, and seeing if the interface makes sense to you before committing to a paid plan.
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