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Data Quality Insights

Strategies, benchmarks, and best practices for keeping your CRM data clean, enriched, and revenue-ready.

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What "Database Health" Actually Means — and How to Measure It
Data Quality

What "Database Health" Actually Means — and How to Measure It

Database size is not a health metric. Here's what actually measures CRM database health and how to track it over time.

MT
MarketingSoda TeamMar 23, 2026
Why We Built MarketingSoda Refine: The Data Quality Gap Nobody's Closing
Product

Why We Built MarketingSoda Refine: The Data Quality Gap Nobody's Closing

HubSpot's 289,000 customers have zero purpose-built data quality scoring tools. Here's why we built Refine to close the $133M gap.

MT
MarketingSoda TeamMar 16, 2026
The RevOps Data Quality Framework for HubSpot: A Practical Guide
RevOps

The RevOps Data Quality Framework for HubSpot: A Practical Guide

A practical framework for operationalizing data quality in HubSpot, with clear ownership, enforcement mechanisms, and acceptance criteria.

MT
MarketingSoda TeamMar 9, 2026
The Real Cost of Bad HubSpot Data: A RevOps Breakdown
Data Quality

The Real Cost of Bad HubSpot Data: A RevOps Breakdown

HubSpot data decays at 34% annually. Here's how to calculate the real cost and what to do about it.

MT
MarketingSoda TeamMar 2, 2026