Insights
Volume XXV · 2026

Field notes on B2B marketing, AI engines, and the discipline of pipeline.

Articles, analyses, and operational notes from the Iscope team. Written for marketers and growth leaders who want sharper answers than "it depends."

Deduping a CRM: the methodology that actually works post-merger

Deduping a CRM the methodology that actually works post-merger

Few data challenges are as messy as merging two CRMs after a company acquisition or system consolidation. Two databases, built by different teams with different conventions, get combined — and suddenly the same contacts and companies exist in multiple conflicting versions. Deduplication …

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CRM hygiene: how often should you clean your database?

CRM hygiene how often should you clean your database

A CRM is only as useful as the data inside it, and that data degrades constantly — through decay, duplicate entries, formatting inconsistencies, and incomplete records. CRM hygiene is the ongoing discipline of keeping it clean. The question every team eventually asks …

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Buying B2B data: rent vs license vs subscription explained

Buying B2B data rent vs license vs subscription explained

The same B2B list can be acquired several different ways — rented, licensed, purchased outright, or accessed by subscription — and each model carries different rights, costs, and obligations. Choosing the wrong model means either overpaying or, worse, using data in ways …

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How often should B2B databases be refreshed?

How often should B2B databases be refreshed

A B2B database is not a thing you buy once — it’s a thing you maintain. Contact data decays constantly as people change jobs and companies change shape, and a database that isn’t refreshed quietly rots until campaigns start failing. This article …

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How much does B2B contact data cost in 2026?

How much does B2B contact data cost in 2026

B2B data pricing is notoriously opaque. Providers rarely publish rates, pricing varies by an order of magnitude depending on the model, and the same list can cost wildly different amounts depending on how you buy it. This article explains the pricing models, …

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