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Quick wins for readable CSV headers

Header improvements that make everything else easier.

Dec 17, 20243 min read
Good headers make data self-documenting. Bad headers cause confusion forever. A few minutes of cleanup pays dividends.

Use plain language

Headers should be readable by humans. 'Customer Name' beats 'CUST_NM_TXT'. Unless there's a technical reason, spell it out.

  • Avoid abbreviations
  • Use title case for readability
  • Be specific: 'Order Date' not 'Date'

Be consistent

Pick a style and stick with it. All snake_case, all Title Case, whatever—just be consistent across columns.

  • Pick one naming convention
  • Apply it to all columns
  • Consistency enables automation

Quick CTA

See your headers clearly

Readable CSV displays headers prominently so you can assess them at a glance.

Try it

Include units

Is that column dollars or euros? Kilograms or pounds? Including units in headers prevents misinterpretation.

  • 'Revenue (USD)' not 'Revenue'
  • 'Weight (kg)' not 'Weight'
  • Units prevent costly mistakes

Remove redundancy

If every column starts with the same prefix, remove it. 'Order_ID, Order_Date, Order_Amount' can become 'ID, Date, Amount'.

  • Prefixes add noise
  • Context is already clear
  • Shorter headers are easier to scan

Key takeaway

Headers are read more often than any row. Invest a few minutes to get them right.