12/12/2025
3 types of POS data files that land in our inbox:
Type 1: "The Overachiever"
- 47 columns (you need 12)
- Three different date formats in the same file
- Product descriptions include emojis for some reason
- Takes 2 hours to map. Works perfectly once mapped.
Type 2: "The Mystery Novel"
- Column headers like "Field_A" and "Data_2"
- No documentation
- Client doesn't remember what half of it means
- Requires detective work + three phone calls to decode
- Usually contains the most critical business data
Type 3: "The Shape-Shifter"
- Format changes every quarter
- Sometimes it's CSV, sometimes Excel, once it was a PDF
- Column order rearranges itself
- Manufacturer swears "nothing changed on our end"
- Keeps you on your toes
After more than two decades, we've made peace with all three.
Because here's the truth: Precise data doesn't exist. Precise data MANAGEMENT does when handled by the right resource.
Which type makes your team groan the loudest? Or do you have a Type 4 we haven't named yet?
Drop your data file horror stories below. We've probably seen worse. 😄