Product Level Experience Reporting
The Product Analysis tab allows you to measure the impact of an experience on a product level
What does Product Analysis measure?
When should I use Product Analysis?
Viewing Performance Across Selected Products
Why isn't my product showing in the report?
How Product Analysis Tracks Bundled Products
By default, Experience metrics such as Conversion Rate (CVR) and Revenue are measured at the Experience level based on the applicable session, user, or impression-level attribution. This means a visitor can enter an Experience on one product page but ultimately purchase a different product, and that purchase can be included in the Experience's overall results.
Product Analysis provides an additional, more granular view of the Experience by allowing you to select one or more products and analyze their individual performance.
You can configure Product Analysis in the final stage of your Experience setup:


What does Product Analysis measure?
Product Analysis helps you understand how specific products perform within an Experience, rather than looking only at the Experience's overall results.
Depending on the available data, the Product Analysis report can provide insights into areas such as:
- Product conversion and revenue: Understand how effectively selected products convert and how much revenue they generate.
- Sales performance: Review product-level sales activity, including units sold and transactions.
- Profitability: Analyze metrics such as profit, profit margin, and profit per sale.
- Customer behavior: Review product-level actions such as Add to Cart activity.
This allows you to evaluate the performance of individual products and understand how the Experience may have influenced those products.
When should I use Product Analysis?
Use Product Analysis when you want to understand how an Experience affects the performance of specific products.
It is particularly useful when an Experience involves multiple products and you want to evaluate those products individually instead of relying only on the Experience's overall metrics.
For example, if an Experience promotes or recommends several products, you can select those products in Product Analysis to compare their individual performance.
This can help answer questions such as:
- Which selected product generated the most revenue?
- Which product had the strongest conversion performance?
- How did sales performance differ between selected products?
- Did the Experience have a stronger impact on one product than another?
- How did product profitability compare between variants?
Viewing Performance Across Selected Products
The Product Analysis report includes a summary view that allows you to evaluate the combined performance of selected products within an experience.
The All selected products section provides an overview of product performance, making it easier to assess results without reviewing each product individually. The summary displays:
- Total Units – Total units sold across the selected products.
- Total Revenue – Total revenue generated by the selected products.
- Variation Performance – Comparison of Control and variations across key reporting metrics, including Sessions, Conversion Rate, Average Order Value, Per Session Value, and Revenue.
Minimum session requirements
To ensure reliable and meaningful insights, product-level data is only displayed after a minimum amount of traffic has been collected.
General reports (variant-level)
- A minimum of 20 sessions per variant is required before results are displayed.
Product Analysis
- A minimum of 10 sessions per selected product is required before the product appears in the report.
Why isn't my product showing in the report?
If a selected product is missing from the Product Analysis report, it likely hasn't yet reached the minimum session threshold.
- No data shown = the selected product has not yet collected enough sessions.
- Product data will automatically appear once the minimum session requirement is met.
General Analysis reporting helps you understand the overall performance of an Experience, while Product Analysis provides a more granular view of how specific products perform within that Experience.
Use Product Analysis when you want to evaluate individual products across metrics such as conversion, sales, revenue, profitability, and other available product-level performance indicators.
How Product Analysis Tracks Bundled Products
Product Analysis tracks purchased products based on the order line items recorded in a transaction. How bundles are counted depends on the type of bundle used.
Composite Bundles
A composite bundle groups multiple individual products into one set, but each product is recorded as a separate order line item.
- Each individual product included in the bundle is counted in Product Analysis.
- Purchases are attributed to the individual products.
- Sessions visiting the bundle's product page are not counted as sessions visiting the individual product pages.
Example: If a customer purchases a Custom Discovery Set containing Lovers Lane, the purchase is counted toward Lovers Lane's transactions.
Note: This can result in a higher reported conversion rate because transactions from bundle purchases are counted, but sessions visiting the bundle page are not included in the individual product's session count.
Native Bundles
A native bundle is treated as a separate product, with all included variants grouped into a single purchased item.
- The bundle is counted as its own product in Product Analysis.
- Individual products included in the bundle are not necessarily counted as separate purchases.
Key Difference
| Composite Bundle | Native Bundle | |
|---|---|---|
| Product transactions | Counted individually | Counted as one bundle |
| Bundle page sessions attributed to individual products | No | No |
When reviewing Product Analysis, consider whether products are frequently purchased individually or as part of a bundle, as this can affect reported conversion rates.
If you need help checking whether a product has reached the required session count, email us at support@visually.io or reach out on chat for help.