GA4, BigQuery and CRM: A Practical Marketing Architecture
Connect GA4 event activity, BigQuery models, and CRM outcomes with 3 reconciliation checks for leads, deals, revenue, and clear data ownership before reporting.
BigQuery & Data Warehouse
Explore articles about BigQuery & Data Warehouse.
57 articles · Page 1 of 6
Data Engineering for Marketing: Complete Guide to Revenue
Data engineering for marketing connects ads, GA4, CRM, and revenue. Use 4 handoff checks to verify ownership before changing budgets or trusting reports.
A Straight Guide to Scheduling Bigquery Data Transfers for Google Ads
Scheduling BigQuery data transfers for Google Ads sounds simple until you’re three integrations deep. This is the version without the detours. Where bigquery marketing…
A Working Approach to Building a Single Customer View in Bigquery
There’s no single right way to handle building a single customer view in BigQuery, but there is a default that works for most setups. Start there. Where bigquery marke…
The Most Common Mistakes in Deduplicating GA4 Events Inside Bigquery
We see the same mistakes repeat around deduplicating GA4 events inside BigQuery, across very different setups. Most of them are avoidable in under an hour. Where bigqu…
A Working Approach to Building a Marketing Data Warehouse on Bigquery from Scratch
There’s no single right way to handle building a marketing data warehouse on BigQuery from scratch, but there is a default that works for most setups. Start there. Whe…
Why Scheduling Bigquery Data Transfers for Google Ads Trips Up Most Teams
Scheduling BigQuery data transfers for Google Ads looks straightforward on a slide and falls apart in the actual account. Here’s where it usually goes wrong. Where big…
Exporting GA4 to Bigquery without Runaway Costs: What Actually Works
For exporting GA4 to BigQuery without runaway costs, the options aren’t equal. Here’s what actually holds up once traffic and campaigns scale. Where bigquery marketing…
How to Start Bigquery Table Design for Daily Ad Spend Reporting
Most teams treat BigQuery table design for daily ad spend reporting as a one-time setup task. It isn’t. Here is the order of operations that avoids rework. Where bigqu…
The Most Common Mistakes in Scheduling Bigquery Data Transfers for Google Ads
We see the same mistakes repeat around scheduling BigQuery data transfers for Google Ads, across very different setups. Most of them are avoidable in under an hour. Wh…