Data Analytics & Power BI Dashboard Company in Dubai

Because each exports from a different system with a different definition — booked versus invoiced versus collected, gross versus net of VAT, this month versus this period. A dashboard on top of two exports reproduces the argument. The fix is a warehouse where each definition is agreed once and enforced in code, so every view reads from the same model.

Power BI where the organisation runs on Microsoft 365 and needs row-level security and governed datasets; Looker Studio where the sources are mostly Google — Ads, Analytics, Sheets — and the audience is marketing; Metabase where a lean team wants self-serve SQL without licensing. The warehouse and definitions underneath are the same in each case, so the choice is about who reads it.

Yes, through their APIs or scheduled exports where an API does not exist — Zoho, Odoo, SAP and Tally are the usual ones in the UAE, alongside Shopify and the ad platforms. Discovery establishes which connector each source needs and where the definitions differ between systems, which is where the real work is.

Platform-reported conversions are replaced with CRM truth: leads are matched to their source, qualified or disqualified in the CRM, and closed revenue is attributed back to channel and campaign. Server-side tracking and offline conversion import feed the same numbers back to the ad platforms so they optimise toward qualified leads rather than form fills.

Six to ten weeks for the pipeline, the agreed definitions and the first executive and operational views. The definitions workshop is usually the longest step and the one that cannot be skipped: a dashboard built before the numbers are agreed is a faster way to have the same argument.