Reporting Dataset Module Introduces Structured Analytics Layer for Drupal

Developer Sri Harsha Uppuluri has published a contributed Drupal module named Reporting Dataset, designed to generate analytics-ready datasets from Drupal entity data. The announcement was shared in a LinkedIn post describing the module’s approach to simplifying reporting workflows without requiring direct SQL query construction.

Drupal stores content across multiple normalised tables within its entity system. While this architecture supports flexibility and scalability, it increases the complexity of building reporting queries, particularly when working with nested structures such as entity references and paragraph fields.

The Reporting Dataset module introduces a visual schema explorer and a drag-and-drop dataset builder that allow users to select fields from entities and related structures. These selections can include nested references and multilingual content, enabling datasets to reflect complex content models.

Based on the selected fields, the module generates SQL datasets that can be used for reporting. These datasets may be created as standard SQL views or as materialised datasets, depending on how the data is intended to be queried and reused.

The generated datasets can be connected to Drupal’s reporting layer through the View Custom Table module, allowing them to be used within Drupal Views for dashboards, structured reports, and CSV exports.

The module targets site builders and developers who need to work with analytics data but want to avoid writing complex SQL queries manually. Its approach reflects an attempt to introduce a modelling layer on top of Drupal’s storage system rather than modifying the underlying architecture.

The announcement is based on a personal post and provides limited information about performance characteristics, scalability, or behaviour in large datasets. No benchmarks or implementation case studies have been published at this stage.

Further details, including installation instructions and documentation, are available on the official Drupal project page.