Google Sheets cleanup prompts for marketers checklist

Checklist

Raw source material is preserved before AI edits begin.The desired output format is written explicitly.Edge cases, missing values, and exceptions are listed.The first output is reviewed against real examples.The final prompt is stored for reuse.Sensitive or policy-heavy cases get manual review.Identify source platform and reporting goal.List required campaign, channel, and UTM fields.Ask for normalization rules and formulas.Review ambiguous rows before reporting.

Mistakes to avoid

merging channels without rules

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

deduplicating on email alone when accounts matter

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

not preserving source campaign names

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

assuming every blank field is safe to fill

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

Related workflow pages

Use the Google Sheets cleanup prompts for marketers prompt builderClean campaign exports, UTM fields, lead lists, and reporting tabs with marketer-friendly AI prompts.Copy Google Sheets cleanup prompts for marketers prompt templatesClean campaign exports, UTM fields, lead lists, and reporting tabs with marketer-friendly AI prompts.Compare AI tools for Google Sheets cleanup prompts for marketersClean campaign exports, UTM fields, lead lists, and reporting tabs with marketer-friendly AI prompts.Follow the Google Sheets cleanup prompts for marketers workflowClean campaign exports, UTM fields, lead lists, and reporting tabs with marketer-friendly AI prompts.Google Sheets cleanup prompts for marketersClean campaign exports, UTM fields, lead lists, and reporting tabs with marketer-friendly AI prompts.Use the Google Sheets cleanup checklist for assistants prompt builderA repeatable assistant workflow for cleaning names, dates, blanks, duplicates, and combined fields in Sheets.