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The Aldwin Blog

Practical writing on marketing operations, campaign execution, attribution, and where AI actually helps. Written from inside the work, not above it.

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Marketing Systems September 23, 2026 · 19 min read

When does a B2B startup need marketing automation?

A practical guide to when manual marketing stops being enough, what to automate first, and how to build a system without automating too early.

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