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retrieve_ga4_data's Introduction

GA4 Data Extraction Tool

This Python script extracts data from Google Analytics 4 (GA4) using the Google Analytics Data API. It allows for batch report generation with customizable dimensions and metrics. The extracted data is then transformed and output as Pandas DataFrames.

Setup

link google service account

  • You can follow the instructions on this page to link your Google service account to Google Analytics 4.

Usage

Initialization

  1. Service Account: Place your service account JSON file in the project directory.

  2. Update the service account path in the script:

    auth_data = AuthorizationData("YOUR_SERVICE_ACCOUNT.json")
  3. Set your GA4 property ID:

    data = ga4.generate_batch_report(auth_data.client, YOUR_PROPERTY_ID, config)

Configuration

Define the configuration dictionary to specify the dimensions and metrics for the reports. Here is an example configuration:

config = {
    "signal_data": [
        {"dimension": ['date', 'userGender', 'userAgeBracket']},
        {"metric": ['activeUsers']}
    ],
    "active_usr": [
        {"dimension": ['date']},
        {"metric": ['active1DayUsers', 'active7DayUsers', 'active28DayUsers']}
    ]
}

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