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Step 1
Start with matched-period sales, sessions, orders, AOV, product availability and campaign changes.
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Spark playbook scenarios · Spark: AI Store Assistant
Investigate why store sales are falling
Revenue falls and the merchant needs to distinguish lower traffic, weaker conversion and smaller orders. In this case, the immediate task is to investigate why store sales are falling. The workflow should produce a sales-decline explanation with prioritized next actions, using the merchant's actual records and constraints.
Topic
Sales Decline Diagnosis
Target keyword
why are my shopify sales dropping
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 investigate why store sales are falling.
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: [provide matched-period sales, sessions, orders, AOV, product availability and campaign changes]. Reconcile definitions, decompose the decline into measurable contributors and investigate the largest affected segments.
Return a sales-decline explanation with prioritized next actions 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.Scenario & problem
When does this scenario usually come up?
Start with the business context, the trigger, and the expected output before moving into the execution steps.
Revenue falls and the merchant needs to distinguish lower traffic, weaker conversion and smaller orders. In this case, the immediate task is to investigate why store sales are falling. The workflow should produce a sales-decline explanation with prioritized next actions, using the merchant's actual records and constraints.
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
Reconcile definitions, decompose the decline into measurable contributors and investigate the largest affected segments.
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Step 3
Deliver a sales-decline explanation with prioritized next actions; verify the result against the supplied records and identify unresolved inputs.
FAQ
Common questions when running this scenario
Cover decision rules, frequent misunderstandings, and required inputs so the team aligns on prerequisites before execution.
Can sales fall even if conversion improves?
Yes. Lower traffic or lower order value can outweigh a higher conversion rate.
Why check product availability during a sales decline?
Stockouts can reduce sales without implying that underlying customer demand disappeared.
What information is needed to investigate this use case?
Start with matched-period sales, sessions, orders, AOV, product availability and campaign changes. These inputs establish the relevant scope and help separate an actual issue from missing information or an unsuitable comparison. Without them, the result should remain a proposed approach rather than a confirmed diagnosis.
Related scenarios
Continue with adjacent or same-topic scenarios
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Next step
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