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Return Reason Classifier

Profiles return rows by stated reason and surfaces clusters that need product or listing fixes. Returns structured, review-ready output without triggering any external action.

Profiles return rows by stated reason and surfaces clusters that need product or listing fixes.

Before you run

Workflow summary

Profiles return rows by stated reason and surfaces clusters that need product or listing fixes.

What is Return Reason Classifier?

Return Reason Classifier is a ready-to-run Noderan marketplace workflow for customer support teams. It helps users move from a manual process to a repeatable automation with visible credit cost and app-based execution.

Who is it for?
Returns and quality teams
What problem does it solve?
Profiles return rows by stated reason and surfaces clusters that need product or listing fixes.
How does it work?
Profiles return rows by stated reason and surfaces clusters that need product or listing fixes.
How does pricing work?
1 credit per run.
What is the next action?
Open the app marketplace to activate this workflow, or review credit pricing.

Return Reason Classifier FAQ

Short answers for activation, pricing, inputs, and execution review.

Profiles return rows by stated reason and surfaces clusters that need product or listing fixes. Returns structured, review-ready output without triggering any external action.

Expected inputs

Return reasons CSV

textarea

Required input

Demo input

Csv

item,status,score Size too small,review,58 Damaged in transit,ready,82 Not as pictured,review,47
View raw JSON
{
  "csv": "item,status,score\nSize too small,review,58\nDamaged in transit,ready,82\nNot as pictured,review,47"
}

Output highlights

  • rowCount
  • columnCount
  • headers
  • findings
  • previewRows

Example result

Row Count

3

Column Count

3

Headers

itemstatusscore

Findings

Return reasons include clusters that need listing review.Parsed rows are ready for operator review

Preview Rows

1 structured item

View raw JSON
{
  "rowCount": 3,
  "columnCount": 3,
  "headers": [
    "item",
    "status",
    "score"
  ],
  "findings": [
    "Return reasons include clusters that need listing review.",
    "Parsed rows are ready for operator review"
  ],
  "previewRows": [
    {
      "item": "Example",
      "status": "review",
      "score": "72"
    }
  ]
}

Use cases

  • Find the real drivers behind this month's returns.

Step 1

Review the workflow and expected credit cost.

Step 2

Connect the tools or inputs required for execution.

Step 3

Run the workflow and inspect outputs in the app history.

Related next steps

Get Started Free

Ready to automate?

No credit card required. Inspect a workflow plan before connecting tools or running it live.