GA4 User Dimensions to BigQuery Mapping
Here’s a breakdown of GA4 User Dimensions and their corresponding BigQuery fields:
GA4 User Dimensions What it is BigQuery Field Name (Formula) Audience name Indicates the name of an audience that users belong to during the selected date range. Not directly available in BigQuery export schema; requires custom implementation or analysis. New / established Differentiates between new and established users who opened your app or visited your website within the last 7 days. IF(DATE_DIFF(CURRENT_DATE(), DATE(TIMESTAMP_MICROS(user_first_touch_timestamp)), DAY) <= 7, 'new', 'established') AS user_type
Signed in with user ID Shows ‘yes’ when a user_id is collected, allowing you to associate different sessions to an individual user. IF(user_id IS NOT NULL, 'yes', 'no') AS signed_in_with_user_id
Points to consider
Audience name: The GA4 BigQuery export does not directly include audience names as a dimension. Audience membership is typically managed within GA4 and might not be exported directly to BigQuery. Analyzing audience membership over time would require custom implementation.
Solutions for Analyzing Audience Membership:
#1 Custom User Properties
If you have configured audience membership as a custom user property in GA4, this data can be analyzed directly in BigQuery. Custom user properties are exported to BigQuery and can be queried like any other field.
To analyze audience membership:
- Identify the User Property Key: Determine the key used for audience membership in your GA4 setup.
- Query the User Property: Use an SQL query to extract and analyze this user property from the
user_properties
array in your BigQuery dataset.
SELECT
user_pseudo_id,
(SELECT value.string_value FROM UNNEST(user_properties) WHERE key = 'audience_membership') AS audience_name
FROM
`your_project.your_dataset.your_table`
#2 Event Tagging
Configure your GA4 events to include a custom dimension that captures the audience a user belongs to.
Analyze events in BigQuery to see which audience members are performing specific actions.
SELECT
event_name,
(SELECT value.string_value FROM UNNEST(event_params) WHERE key = 'audience_name') AS audience_name,
COUNT(*) AS event_count
FROM
`your_project.your_dataset.your_table`
GROUP BY
event_name, audience_name
#3 Post-Processing Data
Consider post-processing your GA4 data outside of BigQuery to include audience information. This might involve exporting relevant data from GA4 and then joining it with audience data from your audience management tool based on the user ID or another common identifier.
Other articles on GA4 BigQuery
#1 BigQuery Introduction
- How to create a new Google Cloud Platform account.
- How to create a new BigQuery project.
- What is Google BigQuery Sandbox and how to use it.
- Understanding the BigQuery User Interface.
- What is BigQuery Data Transfer Service & how it works.
- How to create data transfer in BigQuery.
- Connect and transfer data from Google Sheets to BigQuery.
- How to access BigQuery Public Data Sets.
- Best Supermetrics Alternative – Dataddo.
#2 GA4 BigQuery Introduction
- Google Analytics 4 BigQuery Tutorial for Beginners to Advanced.
- GA4 Bigquery Export Schema Tutorial.
- GA4 BigQuery – Connect Google Analytics 4 with BigQuery.
- events_ & events_intraday_ tables in BigQuery for GA4 (Google Analytics 4).
- pseudonymous_users_ & users_ data tables in BigQuery for GA4 (Google Analytics 4).
- How to access GA4 Sample Data in BigQuery.
- Advantages of using Google BigQuery for Google Analytics 4.
- Impact of Google Advanced Consent Mode on BigQuery & GDPR.
#3 GA4 BigQuery Data Transfer
- How to Connect and Export Data from GA4 to BigQuery
- How to backfill GA4 data in BigQuery.
- How to overcome GA4 BigQuery Export limit.
- How to Send Custom GA4 Data to BigQuery.
- How to backup Universal Analytics data to BigQuery.
- How to send data from Google Ads to BigQuery.
- How to send data from Google Search Console to BigQuery.
- Sending data from Google Analytics to BigQuery without 360.
- How to send data from Facebook ads to BigQuery.
- How to pull custom data from Google Analytics to BigQuery.
#4 BigQuery Cost Optimization
- Guide to BigQuery Cost Optimization.
- Using Google Cloud pricing calculator for BigQuery.
- Cost of using BigQuery for Google Analytics 4.
#5 Query GA4 BigQuery Data
- How to query Google Analytics data in BigQuery.
- Query GA4 data in BigQuery without understanding SQL.
- Using GA4 BigQuery SQL generator to create SQL queries.
- New vs Returning users in GA4 BigQuery data table.
- GA4 BigQuery Composer Tutorial for ChatGPT.
- How to track GA4 BigQuery Schema Change.
- Calculating Sessions and Engaged Sessions in GA4 BigQuery.
- Calculating Total Users in GA4 BigQuery.
#6 GA4 to BigQuery Dimension/Metric Mapping.
- GA4 to BigQuery Mapping Tutorial.
- GA4 Attribution Dimensions to BigQuery Mapping.
- GA4 Google Ads Dimensions to BigQuery Mapping.
- GA4 Demographic Dimensions to BigQuery Mapping.
- GA4 Ecommerce Dimensions to BigQuery Mapping.
- GA4 Event-Scoped Ecommerce Metrics to BigQuery Mapping.
- GA4 Item-Scoped Ecommerce Metrics to BigQuery Mapping.
- GA4 Revenue Metrics to BigQuery Mapping.
- GA4 Event Dimensions to BigQuery Mapping.
- GA4 Event Metrics to BigQuery Mapping.
- GA4 Geography Dimensions to BigQuery Mapping.
- GA4 Link Dimensions to BigQuery Mapping.
- GA4 Page/Screen Dimensions to BigQuery Mapping.
- GA4 Page/Screen Metrics to BigQuery Mapping.
- GA4 Platform/Device Dimensions to BigQuery Mapping.
- GA4 User-Scoped Traffic Dimensions to BigQuery Mapping.
- GA4 Session-Scoped Traffic Dimensions to BigQuery Mapping.
- GA4 Session Metrics to BigQuery Mapping.
- GA4 User Dimensions to BigQuery Mapping.
- GA4 User Metrics to BigQuery Mapping.
- GA4 Advertising Metrics to BigQuery Mapping.
-
Here’s a breakdown of GA4 User Dimensions and their corresponding BigQuery fields:
GA4 User Dimensions | What it is | BigQuery Field Name (Formula) |
---|---|---|
Audience name | Indicates the name of an audience that users belong to during the selected date range. | Not directly available in BigQuery export schema; requires custom implementation or analysis. |
New / established | Differentiates between new and established users who opened your app or visited your website within the last 7 days. | IF(DATE_DIFF(CURRENT_DATE(), DATE(TIMESTAMP_MICROS(user_first_touch_timestamp)), DAY) <= 7, 'new', 'established') AS user_type |
Signed in with user ID | Shows ‘yes’ when a user_id is collected, allowing you to associate different sessions to an individual user. | IF(user_id IS NOT NULL, 'yes', 'no') AS signed_in_with_user_id |
Points to consider
Audience name: The GA4 BigQuery export does not directly include audience names as a dimension. Audience membership is typically managed within GA4 and might not be exported directly to BigQuery. Analyzing audience membership over time would require custom implementation.
Solutions for Analyzing Audience Membership:
#1 Custom User Properties
If you have configured audience membership as a custom user property in GA4, this data can be analyzed directly in BigQuery. Custom user properties are exported to BigQuery and can be queried like any other field.
To analyze audience membership:
- Identify the User Property Key: Determine the key used for audience membership in your GA4 setup.
- Query the User Property: Use an SQL query to extract and analyze this user property from the
user_properties
array in your BigQuery dataset.
SELECT
user_pseudo_id,
(SELECT value.string_value FROM UNNEST(user_properties) WHERE key = 'audience_membership') AS audience_name
FROM
`your_project.your_dataset.your_table`
#2 Event Tagging
Configure your GA4 events to include a custom dimension that captures the audience a user belongs to.
Analyze events in BigQuery to see which audience members are performing specific actions.
SELECT
event_name,
(SELECT value.string_value FROM UNNEST(event_params) WHERE key = 'audience_name') AS audience_name,
COUNT(*) AS event_count
FROM
`your_project.your_dataset.your_table`
GROUP BY
event_name, audience_name
#3 Post-Processing Data
Consider post-processing your GA4 data outside of BigQuery to include audience information. This might involve exporting relevant data from GA4 and then joining it with audience data from your audience management tool based on the user ID or another common identifier.
Other articles on GA4 BigQuery
#1 BigQuery Introduction
- How to create a new Google Cloud Platform account.
- How to create a new BigQuery project.
- What is Google BigQuery Sandbox and how to use it.
- Understanding the BigQuery User Interface.
- What is BigQuery Data Transfer Service & how it works.
- How to create data transfer in BigQuery.
- Connect and transfer data from Google Sheets to BigQuery.
- How to access BigQuery Public Data Sets.
- Best Supermetrics Alternative – Dataddo.
#2 GA4 BigQuery Introduction
- Google Analytics 4 BigQuery Tutorial for Beginners to Advanced.
- GA4 Bigquery Export Schema Tutorial.
- GA4 BigQuery – Connect Google Analytics 4 with BigQuery.
- events_ & events_intraday_ tables in BigQuery for GA4 (Google Analytics 4).
- pseudonymous_users_ & users_ data tables in BigQuery for GA4 (Google Analytics 4).
- How to access GA4 Sample Data in BigQuery.
- Advantages of using Google BigQuery for Google Analytics 4.
- Impact of Google Advanced Consent Mode on BigQuery & GDPR.
#3 GA4 BigQuery Data Transfer
- How to Connect and Export Data from GA4 to BigQuery
- How to backfill GA4 data in BigQuery.
- How to overcome GA4 BigQuery Export limit.
- How to Send Custom GA4 Data to BigQuery.
- How to backup Universal Analytics data to BigQuery.
- How to send data from Google Ads to BigQuery.
- How to send data from Google Search Console to BigQuery.
- Sending data from Google Analytics to BigQuery without 360.
- How to send data from Facebook ads to BigQuery.
- How to pull custom data from Google Analytics to BigQuery.
#4 BigQuery Cost Optimization
- Guide to BigQuery Cost Optimization.
- Using Google Cloud pricing calculator for BigQuery.
- Cost of using BigQuery for Google Analytics 4.
#5 Query GA4 BigQuery Data
- How to query Google Analytics data in BigQuery.
- Query GA4 data in BigQuery without understanding SQL.
- Using GA4 BigQuery SQL generator to create SQL queries.
- New vs Returning users in GA4 BigQuery data table.
- GA4 BigQuery Composer Tutorial for ChatGPT.
- How to track GA4 BigQuery Schema Change.
- Calculating Sessions and Engaged Sessions in GA4 BigQuery.
- Calculating Total Users in GA4 BigQuery.
#6 GA4 to BigQuery Dimension/Metric Mapping.
- GA4 to BigQuery Mapping Tutorial.
- GA4 Attribution Dimensions to BigQuery Mapping.
- GA4 Google Ads Dimensions to BigQuery Mapping.
- GA4 Demographic Dimensions to BigQuery Mapping.
- GA4 Ecommerce Dimensions to BigQuery Mapping.
- GA4 Event-Scoped Ecommerce Metrics to BigQuery Mapping.
- GA4 Item-Scoped Ecommerce Metrics to BigQuery Mapping.
- GA4 Revenue Metrics to BigQuery Mapping.
- GA4 Event Dimensions to BigQuery Mapping.
- GA4 Event Metrics to BigQuery Mapping.
- GA4 Geography Dimensions to BigQuery Mapping.
- GA4 Link Dimensions to BigQuery Mapping.
- GA4 Page/Screen Dimensions to BigQuery Mapping.
- GA4 Page/Screen Metrics to BigQuery Mapping.
- GA4 Platform/Device Dimensions to BigQuery Mapping.
- GA4 User-Scoped Traffic Dimensions to BigQuery Mapping.
- GA4 Session-Scoped Traffic Dimensions to BigQuery Mapping.
- GA4 Session Metrics to BigQuery Mapping.
- GA4 User Dimensions to BigQuery Mapping.
- GA4 User Metrics to BigQuery Mapping.
- GA4 Advertising Metrics to BigQuery Mapping.
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