- Who this is for
- Small marketing teams and agencies maintaining marketplace reports or recurring creative briefs.
- What you will leave with
- A reproducible source packet and a reviewed operating or creative next action.
- Scope of this guide
- An editorial workflow with a dedicated pilot and worksheet.
On this page · 4 sections
Choose the decision and evidence scope
Start with a recurring operating question or creative production task. Name the account, period, product or audience and the person who will decide what happens next. Keep marketplace reporting distinct from ad creative research. A broad research platform description is useful context, while the evidence required belongs to the specific decision the team is trying to support.
Preserve definitions and uncertainty
Record source links, collection dates, metric definitions, aggregation and any modeled assumptions. Keep connected-account observations, public references and estimates distinguishable. A visible external ad or precise-looking market estimate does not establish its profitability or cause. The operator should be able to reproduce the selected sample and explain where the evidence stops.
Turn interpretation into owned work
For a reporting anomaly, assign the next source check to the relevant account or operations owner. For a creative proposal, attach an original hypothesis and approved product facts before drafting. Keep interpretation, generated assistance and accepted commercial claims separate. The useful result is a responsible next action with context, not an extra dashboard or a more confident unreviewed answer.
Compare the maintained handoff
DataHawk and Atria cover different marketplace-reporting and advertising-research needs. Use the dedicated pilot for each role and compare with native exports, a manual reference set and the existing briefing process. Presentation tools can help deliver accepted material, but their output still needs review. Measure reproducibility, correction work and accepted delivery alongside speed.
Research tools earn their place when evidence remains reproducible and reaches an appropriate owner as a clear next action.
Official sources
DataHawk: marketplace analytics platformAtria: getting started and product scopeAtria: library reach and estimated spendSource material supports product descriptions; workflow criteria and pilot suggestions are our editorial analysis. Check the current documentation and your account settings before implementation.