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The Blog.

Practical writing on research for retail and ecommerce: pricing, packs, ads, claims, and what simulated shoppers can and can't do.

The Top CPG Brands of 2026 (And What Challengers Can Steal) cpg brands

Aug 18, 2026 · 10 min read

The Top CPG Brands of 2026 (And What Challengers Can Steal)

The biggest CPG companies barely change at the top. The interesting list is the challenger brands taking their growth, and what a small brand can steal.

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100 Survey Questions Examples, Organised by the Goal They Serve survey questions examples

Aug 17, 2026 · 15 min read

100 Survey Questions Examples, Organised by the Goal They Serve

The 100 survey questions worth asking, sorted by the decision each one informs, plus how to write your own and how to read the answers at scale.

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Market Research Methods: The Practitioner's Complete Guide market research methods

Aug 16, 2026 · 16 min read

Market Research Methods: The Practitioner's Complete Guide

Every guide lists the same market research methods. Almost none tell you which one to use for the decision in front of you. This one does, with a table.

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75 Open-Ended Questions Examples, Sorted by the Job They Do open ended questions examples

Aug 15, 2026 · 15 min read

75 Open-Ended Questions Examples, Sorted by the Job They Do

75 open-ended questions worth asking, grouped by the job they do, plus how to write them, when to use closed instead, and how to read the answers at scale.

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Peel Analytics Review: The Honest 2026 Verdict peel analytics review

Aug 14, 2026 · 13 min read

Peel Analytics Review: The Honest 2026 Verdict

Peel is the best retention and cohort tool in its class. It also changed hands in 2024 and prices for scale. Here is who should pay, and who should not.

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Tydo Review: Free Shopify Analytics, Reassessed for 2026 tydo review

Aug 13, 2026 · 13 min read

Tydo Review: Free Shopify Analytics, Reassessed for 2026

Tydo made its name on free Shopify report cards. In 2026 it has quietly become autonomous AI audits on a waitlist. Here is what that means for you.

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Lifetimely Review: LTV Analytics for Shopify, Examined lifetimely review

Aug 12, 2026 · 12 min read

Lifetimely Review: LTV Analytics for Shopify, Examined

Lifetimely has the best cohort reports on Shopify and a 4.9 rating. It now starts free, then 79 a month, priced on orders and not revenue. Who should pay?

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Polar Analytics Review: Is It Worth It in 2026? polar analytics review

Aug 11, 2026 · 12 min read

Polar Analytics Review: Is It Worth It in 2026?

Polar Analytics has the best-looking dashboards on Shopify and a 4.9 rating. It also starts at 750 a month now. Here is who should pay, and who should not.

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Not Enough Traffic to A/B Test? Do This Instead not enough traffic to ab test

Aug 10, 2026 · 13 min read

Not Enough Traffic to A/B Test? Do This Instead

Most low traffic A/B testing advice quietly tells you to lower your standards. Here is the honest version: what the maths really needs, and what to do instead.

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Shopify Price Testing: With Traffic, and Without shopify price testing

Aug 9, 2026 · 11 min read

Shopify Price Testing: With Traffic, and Without

Most price testing advice assumes you have the traffic for a clean test. Most Shopify stores don't. Here are both roads to a better price, and how to pick yours.

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The Best Ad Testing Tools, Organised by Job (Pre-Launch and In-Flight) ad testing tools

Aug 7, 2026 · 13 min read

The Best Ad Testing Tools, Organised by Job (Pre-Launch and In-Flight)

Most ad testing lists mix tools that do completely different jobs. Here they are sorted by the job you need done, from pre-launch pre-testing to live A/B tests.

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Ad Testing: The Complete Guide for E-commerce Brands ad testing

Aug 6, 2026 · 17 min read

Ad Testing: The Complete Guide for E-commerce Brands

Most ad testing guides tell you to A/B test and stop there. But the maths rarely works for a small store. Here is how to test ads before you spend a penny.

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25 Shopify Store Examples Worth Stealing From (By Vertical) shopify store examples

Aug 5, 2026 · 18 min read

25 Shopify Store Examples Worth Stealing From (By Vertical)

Most 'best Shopify stores' lists show you pretty screenshots. This one gives you the single thing worth stealing from 25 brands, by vertical, and how to spot it.

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Average Shopify Conversion Rate: 2026 Benchmarks by Industry average shopify conversion rate

Aug 4, 2026 · 14 min read

Average Shopify Conversion Rate: 2026 Benchmarks by Industry

Most 'Shopify conversion rate by industry' tables quietly disagree with each other. Here are the real 2026 benchmarks, what they mean, and how to use them.

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How to Increase Shopify Sales: The Data-Backed Playbook how to increase shopify sales

Aug 3, 2026 · 18 min read

How to Increase Shopify Sales: The Data-Backed Playbook

Most 'how to increase Shopify sales' advice is a pile of tactics with no way to choose. Sales is an equation. Find the lever that's actually holding you back.

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Shopify Checkout Optimization: 15 Fixes Ranked by Impact shopify checkout optimization

Aug 2, 2026 · 18 min read

Shopify Checkout Optimization: 15 Fixes Ranked by Impact

Most Shopify checkout advice was written for Plus stores that can rebuild the whole thing. Here are the 15 fixes that move the number when you can't.

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The Best A/B Testing Tools (And When You Can't Use Them) ab testing tools

Aug 1, 2026 · 15 min read

The Best A/B Testing Tools (And When You Can't Use Them)

Most A/B testing tools lists never mention the one thing that decides everything: whether you have the traffic to run a valid test. Here is the honest map.

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Ecommerce Conversion Rate Optimization: A Framework for Low-Traffic Stores conversion rate optimization ecommerce

Jul 31, 2026 · 17 min read

Ecommerce Conversion Rate Optimization: A Framework for Low-Traffic Stores

Most CRO advice assumes you can A/B test. Below 10,000 sessions you can't. Here's a framework to raise your conversion rate without the traffic to split-test.

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Shopify Conversion Rate Optimization: The Complete Guide shopify conversion rate optimization

Jul 30, 2026 · 20 min read

Shopify Conversion Rate Optimization: The Complete Guide

Most CRO advice assumes you have the traffic to A/B test. Most Shopify stores don't. Here's how to raise your conversion rate anyway, in the right order.

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The Product Market Fit Survey: Questions, Template and Benchmarks product market fit survey

Jul 29, 2026 · 14 min read

The Product Market Fit Survey: Questions, Template and Benchmarks

Most founders guess at product-market fit. One survey question turns the guess into a number, and four questions turn that number into a roadmap. Here's how.

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Market Validation: How to Test Demand Before You Build market validation

Jul 28, 2026 · 17 min read

Market Validation: How to Test Demand Before You Build

Most 'validated' ideas were never validated, just flattered. Here is how to test real demand before you build, and grade the evidence honestly.

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Concept Testing: The Definitive Guide concept-testing

Jul 27, 2026 · 18 min read

Concept Testing: The Definitive Guide

Most concept tests cannot tell a good idea from a bad one. Here is how to run one that can: the methods, the metrics, the action standard and an example.

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Online Focus Groups in 2026: Formats, Costs and Faster Alternatives online focus groups

Jul 26, 2026 · 13 min read

Online Focus Groups in 2026: Formats, Costs and Faster Alternatives

Two crowds fight over this search: people who want to join one for cash, and brands deciding whether to run one. This guide is written for the brands.

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AI Focus Groups: How They Work, and When to Use Them ai focus groups

Jul 25, 2026 · 13 min read

AI Focus Groups: How They Work, and When to Use Them

Two very different tools share the name 'AI focus group'. One moderates real people. The other invents them. Here is how to tell them apart and when each fits.

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Synthetic Respondents: How Accurate Are They vs Human Panels? synthetic respondents

Jul 24, 2026 · 11 min read

Synthetic Respondents: How Accurate Are They vs Human Panels?

The best study yet had AI match real people 85% as well as they matched themselves. Here is what synthetic respondents get right, and where they fall apart.

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AI Market Research: Tools, Methods and Accuracy in 2026 ai market research

Jul 22, 2026 · 16 min read

AI Market Research: Tools, Methods and Accuracy in 2026

Half of AI market research is reliable and dull. The other half simulates your customers, and its accuracy is the whole question. An honest guide to both.

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The Best Shopify Apps to Increase Sales, Organised by Job (2026) best shopify apps to increase sales

Jul 21, 2026 · 22 min read

The Best Shopify Apps to Increase Sales, Organised by Job (2026)

Most 'best Shopify apps to increase sales' lists rank twenty tools and help you choose none. Here they are sorted by the five jobs that actually move sales.

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Google Optimize Alternatives for Shopify: The 2026 Guide google optimize alternative

Jul 20, 2026 · 14 min read

Google Optimize Alternatives for Shopify: The 2026 Guide

Google killed Optimize in 2023, and most replacement lists are stale or ranked by the vendor. Here is the neutral 2026 map for Shopify, free options included.

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Retail Analytics: The Tools and Metrics That Actually Matter retail analytics

Jul 19, 2026 · 18 min read

Retail Analytics: The Tools and Metrics That Actually Matter

Retail analytics isn't the dashboard. It's the handful of numbers that change what you do next. Here's which metrics matter, and which tools earn their price.

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The Best Market Research Tools in 2026, Organised by Job market research tools

Jul 18, 2026 · 20 min read

The Best Market Research Tools in 2026, Organised by Job

Most lists rank 35 market research tools and help you choose none. Here are 14, sorted by the six jobs they actually do, with the honest trade-offs.

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Customer Feedback Tools for Shopify Brands, Organised by Job customer feedback tools

Jul 17, 2026 · 16 min read

Customer Feedback Tools for Shopify Brands, Organised by Job

Collecting customer feedback has never been easier. Acting on it is where brands fall down. Here are the tools that matter for Shopify, sorted by the job.

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Customer Insights Tools for E-commerce Teams: The Honest Guide customer insights tools

Jul 16, 2026 · 16 min read

Customer Insights Tools for E-commerce Teams: The Honest Guide

An insight is not something you buy, it is a decision you reach. Here are the customer insights tools an ecommerce team needs, sorted by the job you have.

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The 12 Best Customer Research Tools, Organised by Job customer research tools

Jul 15, 2026 · 19 min read

The 12 Best Customer Research Tools, Organised by Job

Most 'best tool' lists rank everything and help you choose nothing. Here are twelve customer research tools sorted by the job you actually need done.

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CPG Market Research: The Playbook for Brands Without an Agency Budget cpg market research

Jul 14, 2026 · 16 min read

CPG Market Research: The Playbook for Brands Without an Agency Budget

Most CPG launches still miss, and most brands can't afford an agency. Here is how to research demand, price, pack and claims before you spend on stock.

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Shopper Insights: What They Are and How to Get Them Fast shopper insights

Jul 14, 2026 · 15 min read

Shopper Insights: What They Are and How to Get Them Fast

The buying decision happens in a moment you don't control: the shelf or the cart. Shopper insights are how you learn to win it, without an agency budget.

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Fairing vs KnoCommerce vs Zigpoll: Post-Purchase Survey Apps Compared fairing post purchase surveys

Jul 13, 2026 · 14 min read

Fairing vs KnoCommerce vs Zigpoll: Post-Purchase Survey Apps Compared

Three post-purchase survey apps, three completely different pricing models. Here is how Fairing, KnoCommerce and Zigpoll compare, and who each one is for.

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How Did You Hear About Us Survey: Attribution Done Right how did you hear about us survey

Jul 12, 2026 · 13 min read

How Did You Hear About Us Survey: Attribution Done Right

One question, asked at checkout, that tells you what your pixels no longer can. Here is how to word it, what to offer, and how far to trust the answers.

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Post Purchase Surveys: The Complete Guide for Shopify Stores post purchase survey

Jul 11, 2026 · 15 min read

Post Purchase Surveys: The Complete Guide for Shopify Stores

Most post-purchase surveys ask too much and learn too little. Here is the exact survey to run, the questions that earn their place, and when to send it.

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Intelligems Review: The Honest Verdict on Shopify Price Testing intelligems review

Jul 10, 2026 · 13 min read

Intelligems Review: The Honest Verdict on Shopify Price Testing

Intelligems is the most capable price testing app on Shopify, and the priciest way to get it wrong. The traffic you need, and when another tool wins.

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The Best Shopify Survey Apps, Organised by Job (2026) shopify survey apps

Jul 10, 2026 · 15 min read

The Best Shopify Survey Apps, Organised by Job (2026)

Most 'best Shopify survey apps' lists just rank ten tools, half of them not even surveys. Here is the version organised by the job you need done.

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The 7 Best Triple Whale Alternatives for DTC Brands in 2026 triple whale alternative

Jul 10, 2026 · 12 min read

The 7 Best Triple Whale Alternatives for DTC Brands in 2026

Most Triple Whale alternatives lists are written by a vendor ranking itself first. Here is the neutral version: 7 real options, sorted by the job you need done.

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Gabor-Granger Pricing: The Complete Method Guide pricing-research

Jun 4, 2026 · 9 min read

Gabor-Granger Pricing: The Complete Method Guide

How Gabor-Granger pricing works, when to use it, and how it compares to Van Westendorp. A practical guide for brand managers and pricing strategists, with the common mistakes to avoid.

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Best Concept Testing Platforms for CPG Brands in 2026 concept-testing

Jun 2, 2026 · 11 min read

Best Concept Testing Platforms for CPG Brands in 2026

A comparison of 7 concept testing platforms for CPG and FMCG teams. Real trade-offs on method, panel quality, and cost, so you pick the right tool for the decision in front of you.

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Voice of Customer Tools: Complete Guide + Next-Generation Alternatives voice of customer tools

Jul 28, 2025 · 18 min read

Voice of Customer Tools: Complete Guide + Next-Generation Alternatives

Compare top VoC tools like Medallia, Qualtrics & InMoment. Learn limitations of reactive feedback and discover predictive audience intelligence alternatives.

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Audience Testing: Methods, Tools, and How to Run One test audience

Jul 22, 2025 · 15 min read

Audience Testing: Methods, Tools, and How to Run One

Master audience testing before publishing content. Learn proven methods from film industry to AI-powered testing. Free templates + advanced techniques.

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New Product Launch Strategy: The Communication Intelligence Guide to Success product launch

Jul 18, 2025 · 12 min read

New Product Launch Strategy: The Communication Intelligence Guide to Success

95% of product launches fail, and over half fail due to communication problems. Discover the missing communication intelligence step that transforms launch success rates.

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