01
Step 1
Assemble spend, conversion and order figures for every channel over one dated period, keeping the period boundaries, currency and counting rule identical across channels.
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Spark playbook scenarios · Spark: AI Store Assistant
Compare marketing channel outcomes and tradeoffs
Channel figures come from different periods and different definitions, so no side-by-side reading of them holds up. In this case, the immediate task is to compare marketing channel outcomes and tradeoffs. The workflow should produce a comparison over one dated period that states the tradeoffs and the attribution limits behind each channel's numbers.
Topic
Marketing Attribution and ROAS
Target keyword
shopify marketing channel comparison
Copyable AI prompt
A prompt you can drop directly into Spark
First replace every [bracketed] placeholder with real store scope and constraints, then add any actual records or data you have, and paste it into your preferred AI assistant or Spark agent. Spark will follow this page's workflow to produce structured output and verification steps.
ai-prompt.txt
Act as a Shopify operations specialist.
Help me compare marketing channel outcomes and tradeoffs.
My store context is [describe the business, products and target audience].
My scope is [specify the affected products, pages, customers or reporting period]. Use these inputs: [spend, conversion and order figures for every channel over one dated period with identical boundaries, currency and counting rule]. Judge the channels on the tradeoff those figures actually show, comparing only channels placed at the same stage and keeping separate any channel whose figures came from a window that could not be matched to the shared period.
Return the comparison with the return report for the specified task.
Show the relevant evidence or before-and-after examples and explain how I can verify the result.
If essential data is missing, ask for it and mark unsupported conclusions as unknown.
Do not invent metrics, product claims or customer facts.
For any publication, message, account or store change, use only connected tools within my explicitly authorized scope and report success only after verification; otherwise provide the draft or proposed steps.How to solve
A recommended resolution workflow
Split the work into input, judgment, and deliverable phases. Verify each step's output before moving to the next.
02
Step 2
Judge the channels on the tradeoff those figures actually show, comparing only channels placed at the same stage and keeping separate any channel whose figures came from a window that could not be matched to the shared period.
03
Step 3
Deliver the comparison with each channel's attribution limits stated beside its numbers, then verify the definitions and period against the supplied records and note where a restatement would change the ordering.
FAQ
Common questions when running this scenario
Cover decision rules, frequent misunderstandings, and required inputs so the team aligns on prerequisites before execution.
Can channels be ranked on one figure alone?
Rarely, because spend, return and reach describe different things. State which tradeoff the ranking reflects and put the supporting figures beside it, so a reader can see what was given up to reach the top position.
Should brand search sit next to prospecting?
Keep them apart where possible, since brand terms capture demand created elsewhere. Placing both in one table credits brand search with sales that earlier channels produced, which distorts both rows.
Do equal budgets make the comparison fair?
Only if the periods and definitions match as well. Equal spend under different windows or value bases still mixes several variables, so the result cannot be attributed to the channels themselves.
Related scenarios
Continue with adjacent or same-topic scenarios
Start with scenarios under the same topic, then expand into cross-topic matches suggested by similarity.
Compare channel ROAS using compatible definitions
Calculate advertising return using stated cost and value definitions
Reconcile marketing attribution with store outcomes
Track attributed revenue relative to ad spend
Connect store sales with available attribution evidence
Analyze orders attributed to marketing campaigns
Next step
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