E-commerce 101: How to Analyze E-commerce Revenue for Growth
Learn how breaking down e-commerce revenue by marketing, customers, products, and transactions reveals insights to optimize strategy and scale profitably.

While it is essential for e-commerce businesses to track total revenue at a high level, breaking it down by function provides much deeper insights. Although all perspectives eventually add up to the same overall revenue, viewing it through different lenses helps retailers understand what is truly driving growth. These insights, when acted upon, can shape future strategies and lead to better business outcomes.
As part of our effort to simplify e-commerce analytics for retailers, we’ve outlined below the key ways to analyze e-commerce revenue and what each perspective reveals.
Measuring the Effectiveness of Marketing Efforts
Retailers can assess how well-paid marketing initiatives contribute to revenue and compare this with the indirect impact of brand-building activities. This helps identify how frequently marketing campaigns need to run and which initiatives deliver the best returns.
Since some campaigns are designed mainly to increase brand awareness, their impact often shows up later through organic traffic growth. These efforts should be evaluated differently from direct-response campaigns.
Retailers should also analyze how much revenue comes from paid versus organic sources across different time periods or seasons. This helps ensure marketing investments are aligned with overall business goals.
Finding the Right Balance Between New and Returning Customers
Segmenting revenue by customer type helps retailers understand two important factors: growth driven by new customer acquisition and revenue generated from existing customers.
A healthy business needs both. Tracking this mix over time helps identify imbalances and reveals where the business is headed. For example, if returning customers contribute less revenue than expected, retailers can introduce strategies such as new product launches or personalized offers to encourage repeat purchases.
Retailers can also study revenue trends across seasons to understand how customer behavior changes and plan budgets more effectively.
Identifying High-Performing Products and Categories
Revenue analysis at the product and category level helps retailers quickly identify top-performing items, successful new launches, and underperforming products.
Breaking revenue down this way allows retailers to understand which product attributes resonate most with customers and whether new product introductions are meeting expectations.
Retailers can also compare category-level revenue across regions to spot geographic preferences. Additionally, tracking metrics like revenue per impression at the SKU level can provide insights into product placement and merchandising effectiveness.
Improving Transaction Quality and Quantity
Splitting revenue into the number of transactions and average order value (AOV) helps retailers understand whether revenue growth is driven by more purchases or higher-value orders.
When tracked over time, these metrics reveal natural buying patterns. Retailers can then adjust their strategies to influence customer behavior. For example, offering discounts above a certain cart value can increase AOV, while cross-selling, upselling, and loyalty programs can boost purchase frequency.
Retailers can also analyze revenue by order status to understand losses from canceled, failed, or returned orders. Further segmentation by payment method or device type can uncover customer preferences and potential friction points.
How Clevrr AI Helps Retailers Understand Revenue Better
Clevrr AI enables e-commerce businesses to analyze revenue from multiple perspectives, helping them identify what’s working and what isn’t. These insights allow retailers to refine strategies, optimize efforts across teams, and drive sustainable growth.
Conclusion
Regularly analyzing e-commerce revenue across these different dimensions helps retailers understand how various functions impact overall performance. This approach also highlights areas that need immediate attention. With these insights, businesses can fine-tune their strategies, improve execution, and unlock consistent growth.