Data & BI Modernization
For an established independent book publisher, a decade of accumulated ETL, warehouse and dashboard tools replaced with one governed cloud platform, without breaking a single number the business depended on.
Pipelines, platforms and reporting built so the numbers agree with each other, and so the people who need them can reach them without asking.
Overview
Most organizations do not lack data. They lack data they trust. When the same question gets different answers depending on who runs the report, meetings turn into arguments about the numbers instead of decisions.
We build the foundations that fix that: pipelines that move data reliably, a warehouse that holds one set of business rules, metrics defined once and used everywhere, and dashboards designed around the decisions people actually make. Where it helps, we add forecasting and prediction on the same governed data.
Capabilities
The pieces that make up Data & Analytics. Most projects draw on several of them.
The plumbing that makes everything downstream reliable.
Warehouses and lakehouses sized to the organization.
Scheduled and streaming movement of data.
Bringing separate systems into one picture.
Governed metrics that mean the same thing everywhere.
Reporting built for the decision, not the tool.
Answering specific questions with the data you hold.
Forecasting, segmentation and prediction.
How we approach it
Every key metric is defined once, with the people who own it, before any pipeline is built.
Orchestrated, tested and monitored data movement, with validation before anything reaches a report.
A warehouse and semantic layer designed around the questions the business asks, not the shape of the source systems.
Dashboards built for a specific audience and decision, with row-level security and a clear owner.
Outcomes
Every report reads from the same governed definitions.
Scheduled, validated data replaces manual reconciliation.
Failed or suspicious loads raise an alert before anyone sees a wrong number.
Forecasting and machine learning built on the same trusted foundation.
Deliverables
Related Work
For an established independent book publisher, a decade of accumulated ETL, warehouse and dashboard tools replaced with one governed cloud platform, without breaking a single number the business depended on.
A brand-intelligence tool that asks a language model who a drug competes with, then checks the answer against regulatory reference data before anyone is asked to trust it.
A decision-support layer over a staffing platform, turning candidate, requirement and recruiter activity into KPIs that mean the same thing whoever is looking at them.
Questions
The questions we hear most often before a project starts.
Describe where things stand today and what you want to change. We will reply with a considered first view, not a sales deck.
Intelligence → Innovation → Automation → Growth