Connect dbt and
Google Analytics (GA4) with AI

Stop manually exporting GA4 data and rebuilding event models in SQL. Redbird AI syncs Google Analytics event streams into your warehouse and orchestrates dbt transformations that turn raw behavioral data into clean, tested attribution and conversion models.

No code required
Live in minutes
SOC 2 Type II

What you can automate today

Redbird gives your team ready-to-run workflows — just connect your accounts and go.

Sync GA4 event exports to warehouse and trigger dbt sessionization models

Automatically detect new GA4 BigQuery exports and run dbt models that sessionize raw events, calculate user lifetime metrics, and build attribution tables. Keep warehouse analytics fresh without manual kickoffs or stale batch windows.

Build conversion funnel models from GA4 events with tested transformation logic

Transform raw GA4 event streams into multi-step conversion funnels using version-controlled dbt models. Apply data quality tests to ensure event completeness and sequence logic before reporting surfaces incomplete journeys.

Enrich GA4 events with customer segment and cohort data from dbt models

Push enriched segment definitions from dbt-built customer tables back into GA4 custom dimensions or user properties. Enable marketing teams to build GA4 audiences from warehouse-derived cohorts like product usage tiers or account health scores.

Alert analytics team when GA4 event volumes fail dbt freshness or schema tests

Monitor dbt test runs on GA4-sourced models and notify teams when event counts drop unexpectedly, required parameters are missing, or schema changes break downstream transformations. Catch tracking issues before they corrupt reporting.

Generate marketing attribution reports from dbt models trained on GA4 session data

Run dbt models that apply multi-touch attribution logic to GA4 session and conversion events, then automatically publish results to dashboards or send summary reports to Slack. Replace manual SQL queries with scheduled, tested pipelines.

Archive historical GA4 exports and rebuild incremental dbt models on schedule

Orchestrate incremental dbt runs as new GA4 event batches land in your warehouse, archiving raw exports to cold storage once transformed. Maintain complete event history while keeping active tables optimized and tested.

Live in four steps

No engineers, no pipelines to maintain. Redbird handles the connectivity — you focus on the outcome.

01

Connect your accounts

Authorize dbt and Google Analytics (GA4) with OAuth or API credentials. Redbird never stores your data — it just passes through.

02

Describe what you want

Tell Redbird what to do in plain language — no SQL, no code, no configuration files required.

03

Review and activate

Redbird shows you exactly what it will do before running anything. Approve the workflow, set a schedule, and switch it on.

04

Let it run — and iterate

Workflows run on your schedule or on triggers. Every run is logged. Adjust with natural language at any time.

Built for data-driven teams

Redbird AI understands both dbt project structures and GA4's event-based schema, so you can automate the entire pipeline from raw behavioral data to clean, tested analytics tables.

AI that reads dbt lineage and GA4 event schemas

Redbird maps GA4 event parameters, user properties, and session dimensions to your dbt models automatically. It knows when a new event type appears in your BigQuery export, which dbt sources and staging models consume it, and which downstream marts depend on that data. When GA4 schema changes break your pipeline, Redbird identifies the affected models and can suggest fixes or re-run dependent transformations once you've updated your SQL.

GA4 event parameter mapping
dbt model lineage tracking
Incremental run orchestration
Schema drift detection
10×

faster to build GA4 event pipelines vs writing custom scripts

No custom Python DAGs, manual BigQuery polling, or hardcoded event schemas

Auto-generated reports

Redbird can pull from dbt and Google Analytics (GA4) simultaneously, merge the results, and format a polished report — sent on a schedule or on demand.

Trigger-based alerts

Set conditions in natural language. Get notified in Slack or email the moment a threshold is crossed in either dbt or Google Analytics (GA4).

Enterprise-grade security

SOC 2 Type II certified. Data flows encrypted in transit and at rest. Fine-grained permission controls with full audit logs.

Bidirectional sync

Push data from dbt into Google Analytics (GA4), or from Google Analytics (GA4) back into dbt. Resolve conflicts with configurable merge rules.

Full audit trail

Every workflow run is logged — what ran, what changed, and why. Replay or revert any individual step at any time.

Triggers & actions for every team

Start automations from any dbt model run or GA4 event export, then take action across your entire data stack.

dbt
Triggers & Actions
Trigger

Model run completes

Trigger when a specific dbt model or tag group finishes running successfully or fails.

Trigger

Test fails on model

Fire when a data quality test fails on a dbt model, flagging schema or freshness issues.

Trigger

Source freshness check fails

Detect when a dbt source freshness check indicates stale or missing upstream data.

Action

Run dbt model or job

Execute a specific dbt model, tag, or job on demand via dbt Cloud or Core CLI.

Action

Update model documentation

Append or modify YAML documentation for a dbt model based on external metadata changes.

Action

Create or update seed file

Write new rows to a dbt seed CSV, such as dimension tables or lookup mappings.

Google Analytics (GA4)
Triggers & Actions
Trigger

New event export lands in BigQuery

Trigger when GA4 publishes a new daily or intraday event batch to your linked BigQuery dataset.

Trigger

Event volume drops below threshold

Fire when hourly or daily GA4 event counts fall unexpectedly, indicating tracking issues.

Trigger

New event name or parameter detected

Detect when a previously unseen event name or event parameter appears in the GA4 schema.

Action

Create custom dimension

Register a new event-scoped or user-scoped custom dimension in GA4 via the Admin API.

Action

Update user property

Set or modify a user property for a given client ID using the Measurement Protocol.

Action

Send conversion event

Push a server-side conversion event to GA4 for offline or warehouse-derived conversions.

dbt
+
Google Analytics (GA4)

Ready to connect your stack?

Automate the pipeline from GA4 event streams to tested, documented dbt models. No custom scripts, no manual exports, no stale dashboards.

Get started → Book a demo