Case Study · Government / Real-Time Analytics

From hours to seconds: real-time analytics at national scale

For Egypt’s Ministry of Finance, Khwarizm used Incorta to turn reporting that once took hours into answers in seconds — monitoring budget and spending across 5,000+ accounting units and 27+ ministries in one live, whole-of-government view.

Government runs on numbers — but for a long time those numbers arrived too late to act on. Consolidating spending across thousands of public bodies meant reports that took hours or ran overnight, by which point the picture had already moved on. Khwarizm set out to close that gap using Incorta, a real-time analytics platform, and applied it to one of the state’s largest visibility problems: watching the nation’s money.

The problem with waiting

At national scale, the traditional path from raw data to a usable report is slow. Data is copied out of source systems, transformed, and loaded into a warehouse before anyone can query it — a pipeline that adds hours of delay and armies of effort. When the questions are “how much has the whole government spent so far this year?” or “which ministries are over budget right now?”, an answer that lands hours late is barely an answer at all.

A different way to see the data

Incorta takes a different approach. Through Direct Data Mapping, it reads straight from the source systems — including complex ERP data — without first rebuilding everything into a conventional data warehouse. That collapses the delay: queries that used to take hours return in seconds, even over enormous, complicated datasets. (Fittingly for this work, Incorta was founded by former Oracle engineers of Egyptian origin — the same lineage of engineering that runs through much of Egypt’s public technology.)

Watching the state’s money, in real time

Since 2014, Khwarizm has worked with Egypt’s Ministry of Finance on budget and expenditure monitoring built on Incorta. The platform consolidates financial activity from more than 5,000 accounting units spread across 27+ ministries into one live view — so budget versus actual spending, at every level of government, can be seen as it happens rather than reconstructed weeks later.

The effect on the people who run the country’s finances was immediate: reporting that had taken hours dropped to seconds. Decision-makers at the Ministry gained a real-time, whole-of-government picture of public spending — the kind of visibility that turns a budget from a document reviewed after the fact into an instrument steered in the moment.

We used to wait hours for numbers that were already out of date. Now the whole government’s spending is in front of us in seconds — and we can act on it while it still matters.

The results

The outcome is a step change: information that used to arrive too late now arrives instantly. The Ministry of Finance can see the whole government’s spending in seconds — the kind of visibility that turns a budget from a document reviewed after the fact into an instrument steered in the moment. That is what real-time analytics at national scale makes possible: not just faster reports, but decisions made while they can still change the outcome.