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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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Real-Time Duplicate Prevention: Stopping Bad Data Before It Enters Your CRM
Product

Real-Time Duplicate Prevention: Stopping Bad Data Before It Enters Your CRM

Batch dedup is Sisyphean. Real-time prevention intercepts duplicates before they persist in HubSpot. Here's how probabilistic matching at the point of entry changes everything.

MT
MarketingSoda TeamMay 4, 2026
HubSpot Email Deliverability and Bad Data: Protecting Your Sender Reputation
Email

HubSpot Email Deliverability and Bad Data: Protecting Your Sender Reputation

Bad contact data silently destroys your HubSpot sender reputation. Here's how to audit your list before your next send.

MT
MarketingSoda TeamApr 27, 2026
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 TeamApr 20, 2026
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