Zoho Books Financial Reporting with Microsoft Fabric
How Iqra Technology used Microsoft Fabric to connect Zoho Books with Power BI, giving a multi-company IT group one simple dashboard for real-time financial reporting across all business units — replacing manual report merging with an automated Bronze, Silver, Gold data pipeline.
Client Overview
A multi-entity Information Technology group made up of four business units, working in software development, managed IT services, and international staff augmentation. All four companies use Zoho Books for daily accounting, but each keeps its own separate books, invoices, vendors, and customers. As the group grew, the finance team needed one combined view of all transactions instead of manually downloading and merging Zoho Books reports from four different accounts. The client wanted a modern, cloud-based data platform that could automatically pull financial data from all four Zoho Books accounts, clean and organize it, and send it to Power BI for real-time, multi-company financial reporting.
Industry Details
Project Overview
The client needed one simple way to combine Account Transaction data from Zoho Books across four separate companies. The project used Microsoft Fabric to build a complete data pipeline — starting from the Zoho Books API and ending in a ready-to-use Power BI dashboard — using a Bronze, Silver, Gold data structure, also known as Medallion architecture.
Iqra Technology built a Microsoft Fabric ETL pipeline that connects to the Zoho Books API for each of the four companies, saves the raw transaction data in Delta tables (Bronze layer), cleans and standardizes it using PySpark (Silver layer), and creates a final, report-ready dataset using Fabric Data Warehouse T-SQL (Gold layer). This Gold layer was then linked to an existing Power BI dashboard, giving management real-time, combined financial reporting across all four companies.
The solution also included a fully automated Fabric Data Pipeline that refreshes daily, an audit log table that records every pipeline run, and built-in Power BI refresh monitoring inside Power Query — so the whole process runs without any manual work.
Client Requirements
- Build one central data pipeline to combine Zoho Books transaction data from four separate companies.
- Automatically pull financial data from the Zoho Books API instead of manual exports.
- Use a structured, layered data setup (Bronze, Silver, Gold) in Microsoft Fabric for clean, traceable data.
- Standardize column names, data types, and date formats across all four companies for consistent reporting.
- Remove duplicate or incorrect transaction records before the data reaches Power BI.
- Deliver one combined financial dataset to an existing Power BI dashboard for real-time reporting.
- Automate daily data refresh with a scheduled Fabric Data Pipeline — no manual steps needed.
- Keep a complete log of every pipeline run for easy monitoring and troubleshooting.
- Track Power BI dataset refresh status automatically, without logging into Power BI Service.
Technologies Used
Challenges & Solutions
Measurable Results
Implementation Highlights
- Built a Python-based Zoho Books API integration connecting individually to four separate companies.
- Designed a Microsoft Fabric Lakehouse with Bronze, Silver, and Gold Delta table layers using Medallion architecture.
- Built a PySpark notebook for Bronze-to-Silver transformation, including column standardization, date formatting, and duplicate removal.
- Built the Gold layer using Fabric Data Warehouse T-SQL for fast, ready-to-use reporting tables.
- Connected the Gold layer directly to an existing Power BI dashboard for real-time, multi-company financial reporting.
- Automated the full pipeline using a Fabric Data Pipeline with daily scheduled runs.
- Built an etl_run_log audit table to track run status, run time, and row counts for every pipeline run.
- Built Power BI refresh monitoring inside Power Query using the Fabric REST API with Service Principal authentication.
- Fixed Spark capacity (HTTP 430) errors to keep daily pipeline runs stable and uninterrupted.
- Matched the logic of an existing SQL Server multi-company procedure to keep legacy and Fabric reporting consistent.
What Our Clients Say
Verified reviews from Clutch.co — rated 4.7/5 across 8 client engagements.
"What stood out most about Iqra Technology was their genuine commitment to delivering quality work and their proactive approach throughout the project. It felt like working with a partner rather than just a vendor."
"Working with Iqra Technology was an excellent experience. They understood our requirements clearly, built the website, and completed the API integration smoothly. The end result has streamlined our operations."
"Iqra Technology played a key role in enhancing our internal digital workplace. The portal is now easy to navigate, visually clean, and aligned with our business needs."
"They performed as promised, communicated regularly, and completed the project on time. All requested data was properly and securely migrated."
"They're flexible and professional. If the company has a tight budget, they're the best company to work with. The team provides good value for money."
"The developer integrated seamlessly into our project, delivering high-quality dashboards that improved decision-making for our clients."
FAQs
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Our Microsoft Fabric and Power BI experts can build your multi-company Zoho Books reporting pipeline — giving your finance team one real-time, reconciled view of financial data across every entity.
