A complete guide: Return Analytics
Overview
The analytics dashboard allows businesses to track their returns and exchange performance. With detailed insights into key metrics, businesses can identify return reasons, reduce costs, improve their return policy, and retain more revenue from returns. This guide will provide an in-depth look at the key features of the analytics dashboard.
What we'll learn
In this article, we will explore the following dashboards to understand each purpose and key metrics of each one, following:
- Filter settings
- Overview dashboard
- Revenue insight dashboard
- Upsell insight dashboard
- Return + Customer insight dashboard
- Operations dashboard
- Reports dashboard
Filter settings
Following are the settings and configurations that are consistent across all dashboards within the analytics:
- Timeframe: Analytics shown are according to the order creation date or the return requested/processed date, depending on the filter you filled in each
Field | Definition | Business Meaning |
|---|---|---|
Order created date | The date the original order was created on Shopify | Helps merchants answer: "Out of all the orders sold last month, how many were returned?"Filtering by this date calculates the return rate for a specific sales period. |
RMA created date | The date the customer submitted the return request in the app | Helps merchants answer: "How many return requests did we receive last month?"Filtering by this date shows the total number of newly initiated returns in a period, regardless of when the items were originally bought. |
RMA resolved date | The date the return was fully resolved | Helps merchants answer: "How many returns did we finish processing last month?"Filtering by this date shows the actual number of closed returns, which is crucial for tracking total refunded amounts and restocked inventory for that month. |
Overview dashboard
This dashboard provides a high-level overview of your store’s return performance within the selected time period. It highlights key metrics such as return volume, return rate, and the financial impact of returns, helping you quickly understand how returns are affecting your business.
Default filtering: Order created date
Key Indicatiors | Chart types | Details & Formula |
Total orders | Metrics | Total number of orders created in Shopify within the selected date range. Includes all orders, regardless of return or exchange status. |
Total ordered items | Metrics | Total number of items purchased across all orders within the selected date range. Used to evaluate item-level performance. |
Total requests | Metrics | Total number of return and exchange requests submitted within the selected date range. Reflects overall return activity. |
Total return items | Metrics | Total number of items returned by customers within the selected date range. Indicates the volume of returned products. |
Order return rate | Metrics | Percentage of orders that resulted in a return or exchange request. Calculated as (Total requests ÷ Total orders) × 100. |
Item return rate | Metrics | Percentage of items returned out of total items sold. Calculated as (Returned items ÷ Ordered items) × 100. |
Total order value | Metrics | Total revenue generated from all orders within the selected date range. Does not exclude returns or refunds. |
Total return value | Metrics | Total value of returned items within the selected date range. This reflects product value, not actual refunded amount. |
Return request/ Return items over time | Line Graph | Displays the trend of return requests and returned items over time. Helps identify spikes or unusual return behavior. |
Return rate/ Items returned rate over time | Line Graph | Shows how order return rate and item return rate change over time. Useful for monitoring performance trends. |
Net Revenue After Return | Area Chart | Compares total order value and total return value over time. Helps visualize the financial impact of returns. |
Net items sold after return | Area Chart | Compares total items sold and returned items over time. Indicates how many items are effectively retained after returns. |

Revenue insight dashboard
This dashboard shows how return resolutions impact your revenue. It breaks down how much value is refunded versus retained through exchanges, store credit, or upsells, helping you understand how your return strategy affects profitability.
Default filtering: RMA created date
Key Indicatiors | Chart types | Details & Formula |
Total retained revenue | Metrics | Total value retained from returns through exchanges, store credit, gift cards, or discount codes within the selected date range. Indicates how much revenue is recovered instead of refunded. |
Retained Revenue Ratio | Metrics | Percentage of return value that is retained instead of refunded. Calculated as (Total retained revenue ÷ Total return value). |
Exchange retained revenue | Metrics | Total value retained when customers choose to exchange items instead of requesting a refund. |
Store credit retained revenue | Metrics | Total value retained when customers opt for store credit instead of a cash refund. |
Gift card retained revenue | Metrics | Total value retained when refunds are issued as gift cards. |
Discount code retained revenue | Metrics | Total value retained when customers receive a discount code instead of a refund. |
Net refunds issued to customers | Metrics | Total amount of money refunded to customers after deducting any retained revenue. Reflects actual cash outflow. |
Expected refunds owed to customers | Metrics | Total amount of refunds that have been approved but not yet issued. Represents upcoming financial liability. |
Retain revenue value by resolution | Column Chart | Breakdown of retained revenue by resolution type (exchange, store credit, gift card, discount code) over time. Helps identify which methods are most effective in retaining revenue. |
Retain revenue vs Net refunds over time | Line Graph | Compares retained revenue and refunded amount over time. Useful for tracking how well returns are being converted into retained value. |
Retain revenue vs Net refunds comparion | Pie Chart | Shows the proportion between refunded amounts and pending refunds. Helps understand current vs upcoming financial impact. |

Upsell insight dashboard
This dashboard tracks the additional revenue generated through product exchanges, especially when customers choose higher-value items. It highlights how effectively your return flow converts potential refunds into new revenue opportunities.
Default filtering: RMA created date
Key Indicatiors | Chart types | Details & Formula |
Total exchange upsell revenue | Metrics | Total additional revenue generated from exchange requests where customers pay extra (amount to collect). Indicates how much revenue is gained from upsell exchanges. |
Total exchange request | Metrics | Total number of exchange requests within the selected date range. Reflects overall exchange activity. |
Total upsell requests | Metrics | Number of exchange requests where customers paid an additional amount. Represents successful upsell opportunities. |
Total free exchange requests | Metrics | Number of exchange requests with no additional charge (amount to collect = 0). |
Total refunded exchange requests | Metrics | Number of exchange requests where a refund was issued to the customer instead of collecting additional payment. |
Exchange upsell rate | Metrics | Percentage of exchange requests that generated additional revenue. Calculated as (Upsell requests ÷ Total exchange requests). |
Average upsell | Metrics | Average additional revenue per upsell exchange request. Calculated as (Exchange upsell revenue ÷ Total upsell requests). |
Total exchange upsell items | Metrics | Total number of items involved in upsell exchange requests. Helps measure volume of upsell activity. |
Exchange upsell revenue overtime | Line Graph | Shows how upsell revenue from exchanges changes over time. Useful for tracking growth and performance trends. |
Exchange upsell rate overtime | Line Graph | Displays how the upsell rate evolves over time. Helps evaluate the effectiveness of upsell strategies. |
Exchange request by refund type | Line Graph | Compares upsell, free exchange, and refunded exchange requests over time. Helps understand customer behavior and exchange outcomes. |

Return + Cusomer insight dashboard
This dashboard provides insights into the key drivers behind product returns. By analysing return reasons, products, and geographic locations, merchants can identify patterns and take action to reduce return rates.
Default filtering: RMA created date
Key Indicatiors | Chart types | Details & Formula |
Top 5 Product with highest return rate | Column Chart | Shows the top 5 products with the highest return rate. Calculated as (Returned items ÷ Ordered items per product). Helps identify products with potential quality or sizing issues. |
Top 5 Product with highest return quantity | Column Chart | Displays the top 5 products with the highest number of returned items. Useful for identifying products driving the largest return volume. |
Top 5 Customer with highest return value | Column Chart | Shows the top 5 customers with the highest total return value. Helps identify customers contributing most to return-related revenue loss. |
Top 5 Customer with highest return rate | Column Chart | Displays the top 5 customers with the highest return rate. Calculated as (Returned items ÷ Ordered items per customer). Useful for detecting abnormal return behavior. |
Top 5 Reason with highest return quantity | Column Chart | Displays the top 5 return reasons with the highest number of returned items. Helps identify the most common causes of returns. |
Top 5 Countries with highest return rate | Column Chart | Shows the top 5 countries with the highest return rate. Calculated as (Returned items ÷ Ordered items per country). Useful for identifying regional issues. |
Top 5 Countries with highest return value | Column Chart | Displays the top 5 countries contributing the highest total return value. Helps understand which regions drive the most financial impact. |
Top 5 Sub-Reason with highest return quantity | Column Chart | Displays the top 5 sub-reasons with the highest number of returned items. Provides deeper insight into specific return causes. |


Operation dashboard
This dashboard helps you monitor the efficiency of your return operations. It highlights how quickly returns are processed, the impact of automation, and the operational costs associated with return shipping.
Default filtering: RMA created date
Indicator / Chart | Formula / Data | Chart Type | Description |
|---|---|---|---|
Avg processing time | Avg time from Return request submitted → Resolved (days) | Metrics | Average time (in days) from when a return request is submitted to when it is fully resolved. Reflects overall efficiency of the return process. |
Avg time-to-refund | Avg time from Return request submitted → Refunded (days) | Metrics | Average time (in days) from when a return request is submitted to when the refund is issued. Helps measure refund speed and customer experience. |
Avg automation time | Avg time from Auto-Return request submitted → Resolved (days) | Metrics | Average time (in days) for return requests handled automatically (via automation rules) from submission to resolution. Indicates automation efficiency. |
Avg time saved by automation | Avg processing time − Avg automation time | Metrics | Average time saved per request due to automation. Calculated as (Avg processing time − Avg automation time). Shows the impact of automation on operational efficiency. |
Return requests management process | Funnel: Pending → Approved → Refunded → Resolved | Funnel Chart | Visualizes the flow of return requests through key management stages: Pending → Approved → Refunded → Resolved. Helps identify bottlenecks in the process. |
Avg. processing time | Avg time between: Order placed → Return requested → Approved → Refunded → Resolved | Table | Displays average time spent between each stage of the return lifecycle: order placed → return requested → approved → refunded → resolved. Helps pinpoint delays in specific steps. |
Return automations | RMAs triggered by automation rules (auto-approval, auto-refund, auto-resolve) — RMA quantity + estimated time saved | Table | Shows return requests processed via automation rules (e.g., auto-approval, auto-refund, auto-resolve), along with estimated time saved. Helps evaluate automation effectiveness. |
Top label generation fee costs | Carrier name — Sum of label generation fee per shipment, grouped by carrier | Table | Total cost incurred for generating return shipping labels for each carrier within the selected date range. Helps track logistics expenses by carrier. |
Fees management | Fee type (Return shipping, Restocking, Return fee, Exchange fee) — Count of requests + Sum of fee amount, grouped by fee type | Table | Total amount collected from each fee type within the selected date range. Helps evaluate cost recovery from returns. |

Report dashboard
Default filtering: RMA created date
The report dashboard give you the chance to deep dive into return data, audit performance, and support operational or financial reporting needs and export data for further analysis.

1. Product report
The report lists the products that have been returned by customers. You can also export the data by clicking Export.
The report provides insights into:
- Product: Displays the name and thumbnail image of the returned product
- Total return value: Shows the total monetary value associated with all returns for that product
- Total items returned: Indicates the total number of units returned for that product
- Total items sold: Shows the total number of units sold for that product
- Item return rate: Displays the percentage of sold items that were returned (Total items returned / Total items sold)
- Top return reason: Shows the most frequently cited return reason for that product
2. Return reasons report
The report lists the return reasons chosen by customers, along with the top product associated with each reason. You can also export the data by clicking Export.
The report provides insights into:
- Return reason: Indicates the primary reason provided by the customer for the return
- Sub-reason: Provides additional detail on the specific cause within the return reason
- Total return value: Shows the total monetary value associated with returns under that reason
- Total items returned: Indicates the total number of items returned under that reason
- Reason rate: Displays the percentage of total returns attributed to that specific reason
- Top product name: Shows the product most frequently returned under that reason
3. Sub-reasons report
The report lists the sub-reasons selected by customers when submitting a return request. You can also export the data by clicking Export.
The report provides insights into:
- Sub-reason: Displays the specific sub-reason provided by the customer within a return reason category
- Return reason: Shows the parent return reason that the sub-reason belongs to
- Total return value: Shows the total monetary value associated with returns under that sub-reason
- Total items returned: Indicates the total number of items returned under that sub-reason
- Sub-reason rate: Displays the percentage of total returns attributed to that specific sub-reason
- Top product name: Shows the product most frequently returned under that sub-reason
4. Return reasons by Product report
The report lists the return reasons broken down by a specific product. You can also export the data by clicking Export.
The report provides insights into:
- Top return reason: Indicates the primary return reason associated with the selected product
- Sub-reason: Provides additional detail on the specific cause within the return reason
- Total return value: Shows the total monetary value associated with returns for that reason on the selected product
- Total items returned: Indicates the total number of units of the selected product returned under that reason
- Reason rate: Displays the percentage of the product's total returns attributed to that specific reason
- Product: Shows the product name being analyzed in this filtered view
5. Product by Sub-reason report
The report lists the products filtered by a specific sub-reason. You can also export the data by clicking Export.
The report provides insights into:
- Top product name: Displays the name and thumbnail image of the product returned under the selected sub-reason
- Total return value: Shows the total monetary value associated with returns for that product under the selected sub-reason
- Total items returned: Indicates the total number of units returned for that product under that sub-reason
- Total items sold: Shows the total number of units sold for that product
- Item return rate: Displays the percentage of sold items that were returned under that sub-reason
- Sub-reason: Shows the sub-reason filter currently applied to the report view
6. Customers report
The report lists the customers who have submitted return requests, along with their return and order activity. You can also export the data by clicking Export.
The report provides insights into:
- Customer email: Displays the email address of the customer who submitted the return request
- Return value: Shows the total monetary value of all returns submitted by that customer
- Order value: Shows the total monetary value of all orders placed by that customer
- Value rate: Displays the percentage of the customer's total order value that has been returned (Return value / Order value)
- Total returns: Indicates the total number of return requests submitted by that customer
- Total orders: Shows the total number of orders placed by that customer
- Order rate: Displays the percentage of the customer's orders that resulted in a return (Total returns / Total orders)
- Items returned: Shows the total number of items returned by that customer
- Items ordered: Shows the total number of items ordered by that customer
- Item rate: Displays the percentage of ordered items that were returned (Items returned / Items ordered)
7. Return Countries report
The report lists the countries from which return requests have been submitted. You can also export the data by clicking Export.
The report provides insights into:
- Return countries: Displays the country of origin for the return, identified by country name and flag
- Return value: Shows the total monetary value of all returns from that country
- Order value: Shows the total monetary value of all orders placed from that country
- Value rate: Displays the percentage of total order value from that country that has been returned (Return value / Order value)
- Total returns: Indicates the total number of return requests submitted from that country
- Total orders: Shows the total number of orders placed from that country
- Order rate: Displays the percentage of orders from that country that resulted in a return (Total returns / Total orders)
- Items returned: Shows the total number of items returned from that country
- Items ordered: Shows the total number of items ordered from that country
- Item rate: Displays the percentage of ordered items from that country that were returned (Items returned / Items ordered)
8. Retain Revenue report
The report lists return requests resolved with non-cash refund methods, showing the revenue retained by the merchant. You can also export the data by clicking Export.
The report provides insights into:
- Order ID: Displays the unique identifier of the original Shopify order associated with the return
- RMA ID: Shows the unique identifier of the return request created in the app
- Resolutions: Indicates the resolution method applied to the return (e.g., Refund to store credit, Refund to gift card, Refund to discount code, Exchange)
- Items returned: Shows the total number of items returned in that RMA
- Total items sold: Displays the total number of items in the original order
- Bonus credit: Shows any additional credit bonus granted to the customer on top of the refund value
- Retain revenue: Displays the monetary value retained by the merchant as a result of the non-cash resolution
9. New Revenue (Exchange upsell) report
The report lists return requests resolved with an exchange, highlighting the new revenue generated from the exchange orders. You can also export the data by clicking Export.
The report provides insights into:
- Order ID: Displays the unique identifier of the original Shopify order associated with the return
- RMA ID: Shows the unique identifier of the return request created in the app
- Exchange resolutions: Indicates the type of exchange resolution applied (e.g., Exchange for different product, Exchange for the different size or color)
- Return value: Shows the monetary value of the items being returned
- Exchange value: Displays the monetary value of the exchange order created
- Bonus credit: Shows any additional credit bonus granted to the customer as part of the exchange
- New revenue: Displays the net new revenue generated from the exchange (Exchange value minus Return value)
10. Net Refund report
The report lists return requests resolved with a refund, showing the net refund amount issued to the customer. You can also export the data by clicking Export.
The report provides insights into:
- Order ID: Displays the unique identifier of the original Shopify order associated with the return
- RMA ID: Shows the unique identifier of the return request created in the app
- Resolutions: Indicates the refund method applied (e.g., Refund to original payment method, Refund to gift card, Refund to store credit, Refund to discount code)
- Items returned: Shows the total number of items returned in that RMA
- Total items sold: Displays the total number of items in the original order
- Bonus credit: Shows any additional credit bonus granted to the customer on top of the refund value
- Net refund: Displays the total refund amount issued to the customer after accounting for any applicable deductions or bonus credits
11. Net Exchange report
The report lists return requests resolved with an exchange, showing the net monetary difference between the exchange value and the return value. You can also export the data by clicking Export.
The report provides insights into:
- Order ID: Displays the unique identifier of the original Shopify order associated with the return
- RMA ID: Shows the unique identifier of the return request created in the app
- Exchange resolutions: Indicates the type of exchange resolution applied (e.g., Exchange for different product, Exchange for the same product, Exchange for the different size or color)
- Return value: Shows the monetary value of the items being returned
- Exchange value: Displays the monetary value of the exchange order created
- Bonus credit: Shows any additional credit bonus granted to the customer as part of the exchange
- Net difference: Displays the difference between the exchange value and the return value; a positive value indicates the customer paid more for the exchange item, while a negative value indicates a refund was owed to the customer
FAQs
Q1. Can I see the returns for a specific product variant?
Not yet support for variant level, you can only filter return data by **product **title.
Q2. Can I export the return data?
Yes, you can export the return data to an email address if the Export option is available. This option appears when a particular metric and reports is expanded.
Q3. What types of return statuses are included in the analytics data?
RMAs with all return statuses are included in the analytics, but we suggest that you use analytics based on RMA created or resolved statuses.
Q4. Does the return value include shipping costs?
No, the return value is based only on the product prices and does not include any shipping costs associated with the return.
Q5. How does the dashboard handle stores that use multiple currencies?
For stores with multiple currencies, the analytics dashboard will automatically convert return values based on the store default currency. This ensures that all data is presented in your store’s default currency.
For any further questions or help, please contact our chat support team or reach out to us at [email protected]
Updated on: 26/03/2026
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