Insights
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Product updates, best practices, and e-commerce strategy from the Trivas team.

Ecommerce Forecast Accuracy Explained: What It Means and Why Most Brands Get It Wrong
A plain-language breakdown of ecommerce forecast accuracy: how it's measured, what skews it, and what actually improves it.

How to Read a ROAS Report for Shopify (Without Getting Fooled by the Numbers)
A practical guide to reading Shopify ROAS reports: what each column means, where blended ROAS lies to you, and how to spot real performance.

Ecommerce Analytics 101 for Shopify Founders: The Foundational Guide
A no-fluff guide to ecommerce analytics for Shopify founders: the metrics that matter, where your data lives, and how to avoid common mistakes.

What Is Channel Contribution in Ecommerce? A Practical Breakdown
Channel contribution measures each marketing channel's real impact on revenue. Learn how it works, how to calculate it, and why last-click gets it wrong.

Ecommerce Attribution Window Best Practices: How to Pick the Right Lookback Period
How to choose the right ecommerce attribution window by platform and purchase cycle, plus the mistakes that quietly inflate your ROAS.

What Is Return on Ad Spend (ROAS) in Ecommerce? A Straightforward Explainer
What is ROAS in ecommerce? Learn the formula, good benchmarks by channel, and how it differs from ROI, MER, and CAC.

Ecommerce Analytics for Beginners: A Practical Guide to Getting Started
New to ecommerce analytics? Learn the core metrics, tools, and reporting habits that actually move revenue, without the jargon.

The DTC Ecommerce Analytics Terminology Guide: 40+ Terms Every Brand Should Know
A plain-English glossary of DTC ecommerce analytics terms: attribution, LTV, MER, ROAS, data warehousing, and more. No jargon, just definitions.

What Is Omnichannel Data in Ecommerce? A Practical Guide for DTC Brands
Omnichannel data explained: what it means for Shopify and Amazon sellers, why it matters, and how to unify it without a spreadsheet mess.

Ecommerce Data Unification Explained: How Brands Actually Combine Shopify, Amazon, and Ad Data
What ecommerce data unification really means, why spreadsheets and native dashboards fail at it, and how a proper data warehouse fixes it.

What Is a Marketing Attribution Window? A Plain-English Guide
What is a marketing attribution window and why does it change your ROAS by 2x? Clear definitions, examples, and how to pick the right one.

New Customer Acquisition Rate in Ecommerce: What It Is and How to Calculate It
Learn how to calculate new customer acquisition rate for your ecommerce store, what benchmarks look like, and what actually moves the number.
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