01
Data warehouse setup
Designed and established the data warehouse structure required to consolidate reporting data and provide a consistent foundation for downstream reports and dashboards.
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Modernizing Bank Data and Regulatory Reporting
A data warehouse, regulatory reporting, and business intelligence solution for HFC Bank
This case study describes how the project team established a structured data foundation for HFC Bank, operationalized regulatory reporting through Pentaho, and enabled management insight through Power BI. It is written from the confirmed project scope; quantitative business results can be added once validated by the client or project records.
4
Core workstreams
5
Delivery stages
2
Reporting outputs
1
Governed data foundation
HFC Bank is a banking organization that required a more consistent and reusable foundation for consolidating data, producing regulatory reports, and supporting analytical decision-making. The engagement focused on bringing these needs together through an integrated data and reporting architecture.
Banking reporting depends on reliable, traceable, and consistently transformed data. HFC Bank needed a solution that could support the setup of a data warehouse, produce regulatory reports in a controlled Excel format, and expose business information through dashboards. Without a common data layer and repeatable processing workflows, these activities can require significant manual coordination and create avoidable reconciliation effort.
- Establishing a centralized data warehouse to organize and consolidate source information.
- Creating repeatable extraction, transformation, and loading workflows for warehouse updates.
- Designing regulatory reports in Excel through Pentaho so report outputs could be generated from governed data.
- Providing Power BI dashboards that made key business information easier to monitor and interpret.
The requirement was for a practical data and reporting platform that connected data integration, regulatory reporting, and business intelligence. The solution needed to support controlled transformations, reusable reporting logic, and business-friendly visualization while remaining aligned with the bank’s reporting processes.
| Capability | Purpose |
|---|---|
| Data warehouse foundation | Create a structured and reusable repository for reporting data. |
| Data integration | Extract, transform, validate, and load source data using Pentaho Data Integration. |
| Regulatory reporting | Produce Excel-based regulatory reports from the governed reporting layer. |
| Business intelligence | Expose relevant measures and trends through Power BI dashboards. |
The project team implemented a connected reporting solution centered on Pentaho Data Integration. The work covered the data warehouse setup, the ETL workflows required to populate and maintain it, the design of regulatory Excel reports, and the delivery of Power BI dashboards for analytical consumption. This approach separated data preparation from presentation, allowing the same governed information to support both regulatory and management reporting.
Solution Workflow
02
Data integration with Pentaho
Developed Pentaho Data Integration workflows to extract source data, apply business transformations, perform required validations, and load the warehouse in a repeatable manner.
03
Regulatory report design
Designed regulatory reports in Excel through Pentaho, translating reporting requirements into structured layouts and reusable report-generation processes.
04
Power BI dashboard development
Built Power BI dashboards using the prepared reporting data, giving business users an accessible view of relevant measures, trends, and operational information.
05
Validation and handover
Validated data movement and report outputs against the expected business and regulatory requirements, then prepared the solution for operational use and ongoing reporting cycles.
| Area | Technology / Output |
|---|---|
| Data integration | Pentaho Data Integration |
| Data platform | Data warehouse |
| Regulatory reporting | Excel reports generated through Pentaho |
| Business intelligence | Microsoft Power BI |
| Delivery focus | ETL, reporting, validation, and dashboard enablement |
The engagement created a unified foundation for HFC Bank’s data and reporting needs. The confirmed outcomes include:
- A structured data warehouse designed to support consolidated reporting.
- Repeatable Pentaho-based data integration workflows for preparing and loading reporting data.
- Standardized regulatory Excel reports designed around the bank’s reporting requirements.
- Power BI dashboards that improved access to business information and supported analytical review.
- A clearer separation between data preparation, regulatory report production, and dashboard consumption.
Validated quantitative outcomes—such as reporting-cycle reduction, reconciliation improvements, data-quality gains, or user adoption—should be added only after confirmation from project documentation or HFC Bank stakeholders.
By combining data warehousing, Pentaho Data Integration, Excel-based regulatory reporting, and Power BI visualization, HFC Bank gained a more organized path from source data to business and regulatory insight. The solution supported repeatability, improved the usability of reporting information, and provided a foundation that can be extended as reporting requirements evolve.
The HFC Bank project demonstrates how a focused data engineering and business intelligence engagement can connect operational data preparation with regulatory and management reporting. Pentaho provided the integration and reporting backbone, while Power BI extended the value of the warehouse into accessible dashboards for business users.
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