Sugargoo Spreadsheet

Spreadsheet
OVER 10000+

With QC Photos

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Mastering Quality Control: From QC Novice to Spreadsheet Pro

2026.01.062 views3 min read

From Panic to Precision: My CNFans QC Transformation

I remember staring at my first QC photos feeling completely overwhelmed. Three hauls deep, I had received items with crooked stitching, wrong materials, and colors that looked nothing like the seller photos. But then I developed a systematic approach using the CNFans Spreadsheet - and everything changed.

The Stitching Examination: Beyond Straight Lines

Stitching issues can make or break an item's premium appearance. Here's your actionable checklist:

    • SPI Check: Count stitches per inch - luxury items typically have 8-12 SPI
    • Consistency Audit: Compare stitch length across the entire garment
    • Thread Tension: Look for loose threads or puckering fabric
    • Pattern Alignment: Check if stitches follow the fabric pattern correctly
    • Reinforcement Points: Examine stress areas like pockets and seams

    Real Example: I nearly GL'd a Loewe puzzle bag until I noticed the SPI varied from 6 to 14 - a dead giveaway. The CNFans Spreadsheet confirmed luxury bags maintain consistent 10-12 SPI.

    Material Analysis: Feeling Through Photos

    Materials are notoriously difficult to assess through photos, but these techniques help:

    • Surface Texture: Zoom in to examine grain and weave patterns
    • Drape Assessment: Analyze how fabric falls in product shots
    • Hardware Quality: Check for proper branding and finish on zippers/buttons
    • Weight Indicators: Look for fabric behavior that suggests correct weight
    • Lining Inspection: Don't ignore interior materials

    Pro Tip: Cross-reference seller claims against the CNFans Spreadsheet material database. I avoided a "cashmere" sweater that the spreadsheet flagged as typically being wool blends from that seller.

    Color Accuracy: Beyond Your Screen's Whims

    Color mismatches are the most common QC failures. Implement this color verification system:

    • Neutral Reference: Always check against the neutral background in QC photos
    • Multiple Light Sources: Compare photos taken in different lighting
    • Color Code Cross-Check: Use Pantone references from the CNFans Spreadsheet
    • Pattern Color Consistency: Ensure colors match across patterned items
    • Seasonal Variation Awareness: Understand that some colors vary by production batch

    The CNFans Spreadsheet Advantage

    Before discovering the spreadsheet, I relied on guesswork. Now I cross-reference every item against:

    • Historical QC photo examples
    • Material specifications from previous purchases
    • Known color variations by batch
    • Common flaw patterns by factory

    Transformation Story: My last haul had zero rejections. Using this system, I identified a Stone Island jacket with incorrect badge placement, a pair of Golden Goose with wrong sole color, and a Goyard wallet with uneven chevron pattern - all before shipping.

    Balanced Perspective: When to Accept Flaws

    Not every flaw warrants rejection. Consider these nuanced factors:

    • Price Point Reality: $50 reps won't have $500 rep quality
    • Visibility Factors: Interior stitching flaws vs. external issues
    • Batch Consistency: Some flaws affect entire production runs
    • Wear Patterns: Consider how flaws will evolve with use

By implementing this comprehensive QC system, I reduced my exchange rate from 40% to under 5%. The CNFans Spreadsheet became my quality verification partner rather than just a price comparison tool.

Sugargoo Spreadsheet

Spreadsheet
OVER 10000+

With QC Photos