Insights on agent operations

Patterns from real engagements, architectural decisions and why we made them, tools we built, and frameworks we use. If you can implement it yourself after reading, good. That means we explained it well enough.

Building a Single Source of Truth for Revenue

Your CRM, billing system, and ERP show three different ARR numbers. Here's how to unify them with a warehouse-native architecture.

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Dec 24, 202414 min readGTM Engineering

Dec 24, 202413 min read

HubSpot API: The Complete Engineering Guide

REST vs GraphQL, rate limiting strategies, webhook signatures, and the patterns that separate production-grade integrations from demo-day hacks.

Dec 24, 202411 min read

Why Your Sales Pipeline Data Is Broken

79% of sales orgs miss forecasts by 10%+. The problem isn't your reps—it's data entropy. Here's how to detect and fix it.

Dec 23, 202414 min read

Multi-Touch Attribution Without a $50K Platform

Enterprise attribution tools cost $30-60K/year. Here's how to build warehouse-native MTA for under $500/month using dbt, Snowflake, and first-party tracking.

Dec 22, 202413 min read

When NOT to Use AI Agents in GTM

95% of AI agent pilots fail to reach production. Here's a framework for knowing when agents help—and when they're an expensive liability.

Dec 20, 202414 min read

Automated Data Enrichment: Beyond Clearbit and Apollo

Commodity enrichment providers cover 60-70% of your data. Here's how to build a waterfall architecture that fills the gaps.

Dec 20, 20245 min read

Automating Lead Routing with n8n

How we reduced lead response times from 2 days to 5 minutes using n8n workflows. A technical breakdown of our lead routing architecture.

Dec 18, 20246 min read

Why Your GTM Stack is Bleeding Money

Most companies are paying for 3x the tools they need while still having data gaps. Here's how to audit your stack and cut the waste.

Dec 15, 20247 min read

Building AI Agents That Actually Work in Production

Most AI agent projects fail in production. Here's why, and the engineering patterns that make the difference.