B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
37%
37% -- share of crm users losing revenue from poor data for CRM users (2025)
37% of CRM users had directly lost revenue because of poor data quality.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
37%
Unit
Percentage
Data Vintage
2025
Entity
Sample Size
602
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
75
Source Trust
60
Citation Chain
60
Independence
30
Methodology
45
Freshness
95
Source
Validity
Primary
Tier B
https://www.datamagnet.co/post/batch-vs-streaming-enrichment-cost-latency-comparison/ ↗
Source Article
Batch vs. Streaming Enrichment: Cost and Latency Compared (2026)
Disclosure: This article is published by Datamagnet. Vendor claims are self-reported unless otherwise noted.
Batch vs. Streaming Enrichment: A Cost and Latency Comparison (2026)
Batch enrichment is cheaper to run per record. Streaming enrichment is cheaper when you count what a stale record actually…
Original Research
Validity
· Original study ↗
Methodology
Validity State of CRM Data Management survey of 602 CRM users
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
CRM users: 37% share of crm users losing revenue from poor data. Source: Validity (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/crm-data-quality-revenue-loss-2025
HTML Embed
<blockquote cite="https://lighthousedata.io/data/crm-data-quality-revenue-loss-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>37%</strong> -- share of crm users losing revenue from poor data for CRM users<br><small>Source: Validity (2025) · <a href="https://lighthousedata.io/data/crm-data-quality-revenue-loss-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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