// notes

Blog

Notes on GTM engineering, marketing automation, and the systems that keep revenue teams from drowning in manual work.

Outbound [PLACEHOLDER: date]

Why Most Outbound Systems Break at 10,000 Contacts

[PLACEHOLDER: excerpt] The volume isn't the problem — the handoffs between tools are. Here's where outbound stacks actually fail as they scale.

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Enrichment [PLACEHOLDER: date]

Clay + HubSpot: A Lead Enrichment Stack That Doesn't Fall Over

[PLACEHOLDER: excerpt] A practical breakdown of the enrichment-to-CRM pipeline I build for clients, and the failure points most teams miss.

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Strategy [PLACEHOLDER: date]

The Difference Between a Marketing Automation and a GTM System

[PLACEHOLDER: excerpt] Most "automations" just move activity faster. A GTM system changes what happens to revenue. Here's the distinction.

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