Operator Resources

Ecommerce Research Checklists and Resources

Use these checklists to turn research into a dated, reviewable decision. Each resource is short enough to copy into a spreadsheet or working brief.

Last updated September 20, 2026

Reviewed by Elvis, Ecommerce Operator

Choose a Practical Resource

Methodology available

Ecommerce Tool Evaluation Methodology

Use the evidence, workflow and limitation framework behind the published research pages.

Open the methodology

Directory available

Published Tool Reviews and Comparisons

Browse the current review and comparison routes by the decision each tool supports.

Browse the published reviews

Review available

Kalodata Review

Assess TikTok Shop product, shop, creator and content research against a defined workflow.

Read the Kalodata review

Comparison available

WinningHunter vs Kalodata

Run a matched decision test between ad-to-store research and TikTok Shop intelligence.

Open the comparison

Review available

TrendTrack Review

Review a dated trend-monitoring workflow before adding another research subscription.

Read the TrendTrack review

Review available

ShopHunter Review

Start with known Shopify stores when assortment and offer context are the real question.

Read the ShopHunter review

Pricing guide

WinningHunter Pricing

Compare the public WinningHunter price snapshot with the limits to verify before paying.

Check WinningHunter pricing

Comparison available

WinningHunter vs ShopHunter

Compare ad-first and store-first research workflows against the same operating brief.

Open the comparison

Download the CSV Templates

Open a blank CSV in Excel, Google Sheets or another spreadsheet tool. Each file uses the same fields shown in the checklists below and contains no signup, tracking gate or invented example data.

Download the Product Research Brief CSV

Record demand, economics, supply checks, owner and stop condition.

Download the Tool Trial Comparison CSV

Compare known entities, missing evidence, exports and subscription fit.

Download the Ad and Creative Research CSV

Document public ad evidence and an original test concept.

Product Research Brief Checklist

  • Target country, category, customer and price band
  • Customer problem and reason the offer could be different
  • Demand evidence with source, date and observation window
  • Shop, seller, creator, content or advertiser concentration
  • Landed cost, fees, commission, advertising, returns and margin assumptions
  • Supplier, documentation, packaging, fulfillment and policy checks
  • Proceed, monitor or reject decision with an owner and deadline
  • Small-test budget, success metric and stop condition

Tool Trial Comparison Sheet

  • The exact recurring question the subscription must answer
  • Required markets, entities, date windows, seats and exports
  • One known strong example and one known weak example
  • Records found, important records missing and dates shown
  • Estimate labels, source clarity and checks required outside the tool
  • Time to produce a reusable brief and whether another operator can repeat it
  • Current plan, billing cycle, renewal terms and cancellation route
  • Keep, replace or postpone decision with the reason recorded

Ad and Creative Research Checklist

  • Advertiser, platform, market, landing page and observation date
  • First-seen and last-seen dates where the source exposes them
  • Hook, customer problem, proof, offer and call to action
  • Repeated themes across several creatives rather than one isolated ad
  • Official ad-library link or another primary public record
  • Original test concept that does not copy protected creative or claims
  • Budget, success metric and stop condition for the proposed test

Use the Correct Source of Truth

  • Platform policies, account status, orders and settlements: the relevant seller or advertising account
  • Product costs, lead times, documents and quality: supplier records and samples
  • Contribution margin and cash impact: the business's finance records
  • Customer problems and returns: support, review and return records
  • Competitor and market signals: dated third-party or public research, clearly labeled when estimated

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