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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 Waterfall Enrichment Actually Means (and Why Single-Source Fails)
Enrichment

What Waterfall Enrichment Actually Means (and Why Single-Source Fails)

No single B2B data provider covers more than 60% of fields. Waterfall enrichment with multi-provider sequencing achieves 80-95%. Here's how it works.

MT
MarketingSoda TeamApril 20, 2026 · 15 min read
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Introducing MarketingSoda Refine: 7-Dimension Data Quality Scoring for HubSpot
Product

Introducing MarketingSoda Refine: 7-Dimension Data Quality Scoring for HubSpot

The first purpose-built data quality scoring system for HubSpot. Score every contact across 7 dimensions with A-F grades, automate remediation, and stop campaigns from running on bad data.

MT
MarketingSoda TeamApr 13, 2026
How to Deduplicate HubSpot Contacts Without Losing Your Mind
HubSpot

How to Deduplicate HubSpot Contacts Without Losing Your Mind

Most HubSpot databases have 15-30% duplicate rate. Here's a practical system for finding and merging duplicates at scale.

MT
MarketingSoda TeamApr 6, 2026
The Data Standardization Problem Nobody Talks About
Data Quality

The Data Standardization Problem Nobody Talks About

Phone formats, job title chaos, company name variants — why standardization is the unsexy foundation that makes enrichment, dedup, and routing actually work.

MT
MarketingSoda TeamMar 30, 2026
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