E-commerce businesses generate enormous amounts of data across multiple channels, platforms, and systems. The problem is never a lack of data. The problem is that the data lives in Shopify, Amazon Seller Central, Google Analytics, the warehouse system, the accounting platform, and the ad platforms, and nobody has a single view that shows how the business is performing. Custom reporting dashboards bring this together into something that supports decisions rather than just recording history. This page sits within our e-commerce work and the wider set of industries we build for.
The Landscape
Multi-channel e-commerce is the norm. Most online retailers sell through their own website, one or more marketplaces (Amazon, eBay, Etsy), and potentially wholesale or B2B channels. Each channel has its own reporting, its own data format, and its own definition of metrics like revenue, returns, and conversion rate. Add in marketing spend from Google Ads, Meta, and email platforms, and the data fragments enough that nobody trusts any single number without checking it against two other sources.
The platforms themselves offer dashboards, but these only show their own slice. Shopify shows Shopify sales. Amazon shows Amazon performance. Google Analytics shows website traffic. None of them show the cross-channel picture the business needs: total revenue, true margin after all costs, inventory health across warehouses and channels, and which products are making money versus which are consuming cash.
Common Challenges
- Multi-channel revenue reporting that requires logging into four or five platforms and compiling figures in a spreadsheet before anyone knows how the day went
- True margin visibility, obscured by platform fees, shipping costs, ad spend, and returns that are tracked in different systems
- Inventory vs sales alignment that is only visible when someone manually compares warehouse stock levels against sell-through rates across channels
- Marketing ROI calculated at the channel level but not attributable to specific products, categories, or customer segments
- Real-time performance, which most reporting cannot give you. Most reporting is at least a day behind, and consolidated reporting can lag by a week or more
- Custom KPIs specific to the business (for example, subscription renewal rate, average order frequency, customer lifetime value) that no off-the-shelf platform calculates natively
What We Build for E-commerce
We build centralised reporting dashboards that pull data from every platform in the e-commerce stack and present it in a single, real-time interface designed for the specific metrics that matter to the business.
The foundation is data integration, the same discipline behind our wider systems integration work. We connect to Shopify, WooCommerce, Amazon, eBay, and other sales channels via API. Marketing data comes from Google Ads, Meta Ads, Klaviyo, and whatever email or SMS platform the business uses. Warehouse and fulfilment data comes from the 3PL or WMS. Accounting data comes from Xero or QuickBooks. All of this feeds into a unified data layer where we normalise the figures and calculate the cross-channel metrics that no single platform can provide.
From there, we build dashboards tailored to different roles. The founder sees a daily P&L with revenue, COGS, ad spend, and margin across all channels. The marketing team sees spend, ROAS, and attribution at the product and campaign level. The operations team sees inventory levels, sell-through rates, and reorder alerts. Everyone is looking at the same underlying data, but through the lens that is relevant to their decisions.
Real-time KPIs are surfaced through live dashboards and configurable alerts. When a product’s stock drops below reorder threshold, when ROAS on a campaign falls below target, or when returns on a specific SKU spike, the right person knows immediately, not at the end of the week when someone runs a report.
For businesses using Beacon, we integrate monitoring through Beacon Bits so that data pipeline health is tracked alongside the business metrics. If an API connection drops or a data sync fails, the team knows before the reporting gaps become visible in the dashboard.
How We Work With E-commerce Clients
We start by mapping the data sources: which platforms, which metrics matter, and where the current reporting breaks down. Most e-commerce clients have a specific question they cannot currently answer without significant manual effort, and that question becomes the first dashboard we build.
We deploy incrementally. The first dashboard might cover revenue and margin across channels. The next phase adds marketing attribution. Then inventory and operations. Each phase delivers immediate value while building toward the comprehensive reporting platform the business needs. This same pattern of consolidating fragmented data carries over to other sectors we serve, including SaaS companies.
See Your Business Clearly
If you are making decisions based on yesterday’s spreadsheet instead of today’s data, we can help you build the reporting layer your business needs. Get in touch to discuss your data.
