Tracks/Track 8 — Data & Analytics Economics/8-10
Track 8 — Data & Analytics Economics

8-10: Customer Data Platform (CDP)

The cost of Identity Resolution and whether bridging marketing data to product data requires Segment/mParticle.

1 Lessons~45 min

🎯 What You'll Learn

  • Calculate CDP implementation costs
  • Map unified customer identities
  • Assess Composable vs Packaged CDPs
Free Preview — Lesson 1
1

The CDP Integration Trap

A Customer Data Platform (CDP) like Segment promises to unify user data and easily syndicate it to 50 marketing tools. The reality: implementation takes 6-9 months, generates massive engineering friction, and costs $60k+ annually.

Before buying a CDP, question the marketing team. Do they actually use 10 different target destinations, or do they just send an email via HubSpot and run ads on Facebook? If the destination count is low, point-to-point webhook integrations are significantly cheaper.

Modern architectures favor the "Composable CDP" — turning your existing Snowflake/BigQuery warehouse into the CDP engine via Reverse ETL tools like Hightouch, avoiding the massively overpriced CDP data storage tax.

Identity Resolution Friction

The engineering difficulty of stitching a mobile anonymous ID to a logged-in web ID.

Requires complex graph logic
Reverse ETL Arbitrage

Using cheap tools to push Warehouse data into Salesforce rather than paying a CDP to store duplicate data.

Saves 50% relative to monolithic CDPs
📝 Exercise

Prevent the monolithic CDP buy using the Composable CDP model.

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Inference Architecture
01import { orchestrator } from '@exogram/core';
02
03const router = new AgentRouter({);
04strategy: 'COST_EFFICIENT_SLM',
05fallback: 'FRONTIER_MODEL'
06});
07
08await router.guardrail(payload);
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Module Syllabus

Lesson 1: The CDP Integration Trap

A Customer Data Platform (CDP) like Segment promises to unify user data and easily syndicate it to 50 marketing tools. The reality: implementation takes 6-9 months, generates massive engineering friction, and costs $60k+ annually.Before buying a CDP, question the marketing team. Do they actually use 10 different target destinations, or do they just send an email via HubSpot and run ads on Facebook? If the destination count is low, point-to-point webhook integrations are significantly cheaper.Modern architectures favor the "Composable CDP" — turning your existing Snowflake/BigQuery warehouse into the CDP engine via Reverse ETL tools like Hightouch, avoiding the massively overpriced CDP data storage tax.

15 MIN
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