Guides · Category5 posts

# BigQuery Data Agents

From your first query to a data agent you can trust, on GA4 data.

A series that takes you from knowing nothing about BigQuery to running data agents in production. Each guide builds on the one before: BigQuery and SQL, the GA4 export, the views an agent can read, your first agent, verified queries, evaluation, the Data Engineering and Data Science agents, the API, and cost, access, and data quality. Read them in order.

Start here

5 picks

-   [
    
    4 minBigQuery Data AgentsNovember 3, 2026
    
    ### BigQuery data agents: a guide series from zero to expert
    
    A step-by-step series on BigQuery data agents: from your first query to agents you can trust in production, on GA4 data, with Google’s docs and courses.
    
    by **David Pombar**](/guides/bigquery-data-agents)
-   [
    
    8 minBigQuery Data AgentsNovember 3, 2026
    
    ### What is a BigQuery data agent, and where to start
    
    BigQuery from zero: projects, datasets, tables, what a query costs, the free sandbox, and the five kinds of agent Google ships in BigQuery today.
    
    by **David Pombar**](/guides/what-is-a-bigquery-data-agent)
-   [
    
    7 minBigQuery Data AgentsNovember 3, 2026
    
    ### Just enough SQL to check a BigQuery agent’s answer
    
    The SQL you need to read and audit what a BigQuery data agent writes: SELECT, WHERE, GROUP BY, JOIN, dates, and UNNEST, practiced on the GA4 sample.
    
    by **David Pombar**](/guides/sql-for-bigquery-data-agents)
-   [
    
    7 minBigQuery Data AgentsNovember 3, 2026
    
    ### Inside the GA4 BigQuery export: schema and traps
    
    How to turn on the GA4 BigQuery export, how its event tables are built, and the traps that make an agent’s answer differ from what GA4 reports.
    
    by **David Pombar**](/guides/ga4-bigquery-export-schema)
-   [
    
    8 minBigQuery Data AgentsNovember 3, 2026
    
    ### GA4 views for BigQuery agents: build the readable layer
    
    Turn the raw GA4 export into narrow tables a data agent can read: sessions, purchases, items, and pages, with descriptions written for the agent.
    
    by **David Pombar**](/guides/ga4-views-for-bigquery-agents)

Latest

5 posts · newest first

-   [
    
    4 minBigQuery Data AgentsNovember 3, 2026
    
    ### BigQuery data agents: a guide series from zero to expert
    
    A step-by-step series on BigQuery data agents: from your first query to agents you can trust in production, on GA4 data, with Google’s docs and courses.
    
    by **David Pombar**](/guides/bigquery-data-agents)
-   [
    
    7 minBigQuery Data AgentsNovember 3, 2026
    
    ### Inside the GA4 BigQuery export: schema and traps
    
    How to turn on the GA4 BigQuery export, how its event tables are built, and the traps that make an agent’s answer differ from what GA4 reports.
    
    by **David Pombar**](/guides/ga4-bigquery-export-schema)
-   [
    
    8 minBigQuery Data AgentsNovember 3, 2026
    
    ### GA4 views for BigQuery agents: build the readable layer
    
    Turn the raw GA4 export into narrow tables a data agent can read: sessions, purchases, items, and pages, with descriptions written for the agent.
    
    by **David Pombar**](/guides/ga4-views-for-bigquery-agents)
-   [
    
    7 minBigQuery Data AgentsNovember 3, 2026
    
    ### Just enough SQL to check a BigQuery agent’s answer
    
    The SQL you need to read and audit what a BigQuery data agent writes: SELECT, WHERE, GROUP BY, JOIN, dates, and UNNEST, practiced on the GA4 sample.
    
    by **David Pombar**](/guides/sql-for-bigquery-data-agents)
-   [
    
    8 minBigQuery Data AgentsNovember 3, 2026
    
    ### What is a BigQuery data agent, and where to start
    
    BigQuery from zero: projects, datasets, tables, what a query costs, the free sandbox, and the five kinds of agent Google ships in BigQuery today.
    
    by **David Pombar**](/guides/what-is-a-bigquery-data-agent)

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