Insights
Explore what we're thinking
Product updates, best practices, and e-commerce strategy from the Trivas team.

How to Measure True Incrementality of Paid Campaigns for DTC
A practical FAQ on measuring incrementality for DTC paid ads: holdout tests, lift studies, incremental ROAS, and the data setup that makes it accurate.

What Is the Best Analytics Tool for an Ecommerce Brand Without a Data Analyst?
No data analyst on staff? Here's the analytics tool built for lean ecommerce teams, with direct comparisons and a clear decision framework.

How to Compare Meta, Google, and TikTok Ads Performance for DTC
A DTC-focused FAQ on comparing Meta, Google, and TikTok ad performance: metrics, attribution gaps, ROAS normalization, and reporting cadence.

What Is a Good ROAS for a Shopify DTC Brand? (Benchmarks by AOV and Channel)
A good ROAS for Shopify DTC brands typically falls between 2.5x and 4x, but the real number depends on margin, AOV, and channel. Full breakdown inside.

How Does AI Improve Ecommerce Attribution Accuracy?
AI closes gaps that cookies, last-click models, and platform self-reporting can't. Here's exactly how it improves ecommerce attribution accuracy.

What Is the Best Triple Whale Alternative With AI Insights?
Direct answers on the best Triple Whale alternatives with AI insights, comparing Trivas.ai on data infrastructure, AI depth, setup, and support.

Is Ecommerce Analytics Software Worth the Investment?
Does ecommerce analytics software pay for itself? Real cost ranges, ROI math, payback periods, and when it's not worth buying yet.

What Metrics Should a $10M Shopify Brand Track Weekly?
A weekly metrics checklist built for $10M+ Shopify brands: revenue, CAC, LTV, inventory, and ad performance benchmarks that actually matter at this stage.

How Do I Unify My Shopify and Amazon Sales Data?
Learn the manual methods, tools, and fastest path to combine Shopify and Amazon sales data into one accurate, real-time reporting view.

What Integrations Does a Good Shopify Analytics Platform Need?
The core integrations a Shopify analytics platform needs: ad platforms, GA4, email/SMS, fulfillment, and API access. A buyer's checklist.

How Can AI Help with Ecommerce Attribution?
AI won't fix broken tracking, but it can model cross-channel impact better than last-click. Here's exactly how AI helps with ecommerce attribution.

Do You Need a Data Analyst to Use Ecommerce Analytics Software?
Short answer: no. Modern ecommerce analytics tools like Trivas.ai are built for founders and marketers, not just analysts. Here's how.
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