Why Data Quality Needs a Standardized Score

Every pricing intelligence vendor claims "the best data" — but there's no standardized way to verify it. This whitepaper introduces CPAS: a vendor-neutral scoring framework covering Coverage, Precision, Accuracy, and Staleness. Use it to evaluate any vendor objectively before signing a contract.

Why This Matters Now

In 2026, pricing intelligence spending crosses $1.8B globally. Yet 68% of enterprise buyers report they can't objectively compare vendors on data quality — leading to buyer's remorse and $200K+ mistakes.

The Four Dimensions of Data Quality

CPAS breaks pricing intelligence data quality into four measurable dimensions, each scored 0-100. Composite CPAS score is the weighted average.

Coverage (25%)

What % of your target SKUs are actually captured across the promised marketplaces? Target: 95%+. Miss this and your competitive intel has blind spots.

Precision (25%)

When variants exist (500g vs 1kg pack), does the vendor match to the correct variant? Target: 98%+. Cross-variant confusion breaks pricing benchmarks.

Accuracy (30%)

When data is captured, is the value correct? Test with random spot-checks weekly. Target: 99%+. Anything less means bad decisions.

Staleness (20%)

How old is the "latest" data point? For pricing, staleness over 4 hours is unacceptable. Target: median < 90 min.

What Data Quality Scoring Actually Returns

Every Product Data Scrape Data Quality API call returns structured JSON. Here's what a live response looks like:

// Product Data Scrape — Data Quality Report API
// GET /v1/quality-report?vendor=self&window=30d

{
  "vendor": "product_data_scrape",
  "reporting_period": "2026-03-15 to 2026-04-15",
  "cpas_score": {
    "composite": 94.2,
    "coverage": 96.8,
    "precision": 98.4,
    "accuracy": 99.1,
    "staleness": 89.3
  },
  "test_stats": {
    "skus_tested": 2400,
    "variants_checked": 8940,
    "median_staleness_min": 42
  },
  "tier": "production_ready"
}

Request sample dataset → — Free 1,000-row sample delivered within 24 hours, scoped to your target categories and platforms.