Measurement, tracking & reporting
Ecommerce analytics
Understand the numbers behind your next business decision.
We help DTC brands and retailers define what to measure, review how data is collected, and build reports around the questions that matter to their business.
Which numbers can your team use to make a decision?
More reports do not always mean a clearer picture. Start by identifying what is missing, what is being compared, and what your team needs to know.
Reports show different totals
Review definitions, time periods, collection methods, and attribution settings before comparing the numbers.
Purchases or funnel steps are missing
Check which actions are recorded, when events fire, and whether the agreed data reaches the report.
Teams use different definitions
Agree on what revenue, conversion rate, and average order value mean in each report.
Dashboards do not guide action
Connect each view to a business question, a responsible person, and a next step.
Build a measurement plan your team can use.
Measurement planning
Turn commercial questions into defined metrics, events, data sources, and reporting requirements.
Tracking review and implementation
Review the existing setup and implement the agreed changes to ecommerce events and campaign measurement.
Validation and reconciliation
Check selected events and transaction data, investigate unexpected differences, and document what each source measures.
Documentation and ownership
Give your team a clear record of definitions, responsibilities, and the checks needed when the store changes.
Work with the tools that fit your measurement needs.
We start with your current setup and choose the tools around the measurement plan. The agreed scope may include Google Analytics 4, Google Tag Manager, store analytics, and reporting in Looker Studio or Power BI.
Server-side tracking when it fits the scope. When selected, server-side tagging adds a server environment for processing and routing measurement data. We assess the architecture, implementation work, and ongoing ownership before including it.
Reports that answer a question and show their source.
Organize the agreed data around store performance, the buying journey, and channel reporting. Make definitions, comparison periods, and important limitations visible so the team can interpret each view.
Store performance
How are orders and sales changing within the reporting definition we agreed?
Buying journey
Where do customers stop progressing through the measured purchase steps?
Products and categories
Which parts of the catalog need a closer review?
Channel reporting
How do the selected sources assign credit, and what changes when their assumptions differ?
Separate attributed results from incremental impact.
Attribution assigns credit according to a model and the data available to it. Measuring incremental impact asks what would have happened without the intervention. We clarify the question first and assess whether a separate study is feasible.
A defined process, with measurement throughout.
Measurement connects the work from the initial review to delivery and ongoing decisions.
Discover
Review your business questions, current reports, data sources, and measurement gaps.
Define
Agree on metric definitions, priority events, report requirements, and responsibilities.
Develop
Implement the selected tracking and reporting work, then validate it against the agreed specification.
Deliver
Review the outputs with your team, document limitations, and hand over the plan for maintaining measurement.
A measurement setup with a practical handover.
Use the findings to decide what needs investigation, which data gaps need work, and where a design, campaign, or operational review should begin.
- Measurement plan: a documented link between business questions, metrics, events, and sources
- Tracking specification and review: the selected implementation requirements, validation results, and remaining issues
- Reports or dashboards: the agreed views, definitions, refresh expectations, and interpretation notes
- Handover and priorities: responsibilities, maintenance guidance, and the next questions to investigate
From the Blog
Further reading.
Articles from our blog on the topics this page covers.
- Analytics Tools · Article
Ecommerce Friction: How to Find the UX Issues That Slow Down Sales
More traffic works better when your store helps people buy. Ecommerce friction appears when customers hesitate, repeat clicks, get confused, lose trust, or leave before checkout. This article shows how to detect those friction points with simple usability analysis, data, and customer behavior before guessing what to redesign. - Customer Experience · Article
Understanding What Your Customer Needs Improves Your Store
You know your business. But your customers see your store differently. Learn how simple user research helps you improve your store with real customer signals, not guesses. - Customer Experience · Article
Turn Your Store Menu Into Your Best Salesperson
Your store menu should not be just a list of products. It should help customers understand what they are looking for, what options they have, and which product fits best. This article explains how navigation, category pages, filters, and product pages can guide better buying decisions. - Business Models and Growth · Article
The Definitive Guide to WooCommerce Hosting: Don’t Choose by Price, Choose by “Weight”
Stop choosing hosting by price. Calculate your store's "Real Weight" and discover the exact infrastructure roadmap from Hostinger to AWS. - Business Models and Growth · Article
From Launch to Scale: My UX-Led Reading of The Cold Start Problem
A UX-led reading of The Cold Start Problem: how startups move from launch to defensibility through research, design, and growth. - Customer Experience · Article
UX Is Emotion: The 7 Habits of Stores That Convert in 2025 – 2026
This article unpacks the 7 behavioral habits behind the most successful e-commerce stores of 2025. Learn how to design for emotional flow, reinforce trust at every step, and turn your store into a seamless engine of momentum, clarity, and conversion.
Questions about ecommerce analytics
We define the scope around your questions and current setup. It may include a measurement review, metric and event definitions, selected implementation work, reports, and a documented handover.
We review the tools and access you already have before recommending changes. The proposal identifies which sources can be used, what needs configuration, and where additional implementation is required.
They can use different collection methods, definitions, attribution settings, and reporting periods. We investigate the differences relevant to your decisions and document both expected variation and issues that need correction.
That depends on your measurement requirements, existing setup, and ability to maintain the server environment. We assess it as an implementation option rather than a requirement for every store.
An attribution report assigns credit under a model. Estimating the additional sales caused by a campaign requires a suitable measurement study. We clarify that distinction and assess feasibility before scoping the work.
Analytics defines and reviews the measurement used to understand performance. CRO investigates improvements to the buying experience and evaluates selected changes. The two services share a measurement plan and can work together.
The scope depends on the number of sources, implementation work, report requirements, and handover or ongoing support. We review those needs before preparing a proposal.
Connect measurement with the work that follows.
What does your team need to understand?
Tell us about your store, current reports, and the decisions you need to make.
We will help define the measurement work worth prioritizing.
Schedule a meetingPrefer to write first? Tell us about your project.