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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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How We Scored 50,000 Contacts in One Afternoon
Case Study

How We Scored 50,000 Contacts in One Afternoon

A SaaS company with 50K contacts, zero scoring, and a 2% reply rate. Here's how data quality scoring transformed their outbound pipeline.

MT
MarketingSoda TeamMay 25, 2026
HubSpot Breeze Intelligence: An Honest Review for RevOps Teams
Enrichment

HubSpot Breeze Intelligence: An Honest Review for RevOps Teams

HubSpot Insights is gone. Breeze Intelligence is its replacement. Here's an honest assessment of what it does and doesn't do.

MT
MarketingSoda TeamMay 18, 2026
How to Set Up HubSpot Lead Routing That Actually Works
HubSpot

How to Set Up HubSpot Lead Routing That Actually Works

Lead routing fails not because of bad logic, but because of bad data. Here's how to fix the data foundation before building routing rules.

MT
MarketingSoda TeamMay 11, 2026
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