Business applications sit on infrastructure and produce data, and both decide how much the applications actually deliver. Environments that do not match make every release a risk. A reporting layer without agreed definitions makes every number an argument. This is the work underneath and above the applications.
What we do on it
Development, test and production that genuinely match, so a fix that works in test behaves the same in production.
Warehouse or lakehouse built for the questions being asked, with lineage you can show an auditor.
One set of definitions that finance and operations both sign off, which is what actually ends the reconciliation arguments.
Dashboards people open on a Monday, with security that matches who is allowed to see what.
Environments defined in code and reviewable, so rebuilding one is a pipeline run rather than an archaeology project.
Rightsizing and reserved capacity against what you actually consume.
Products covered
Environments, networking, identity and the hosting that the application estate runs on.
A unified analytics platform where it replaces genuine sprawl, and not where an existing warehouse already works.
Reports and dashboards on a semantic model with definitions signed off, and row-level security that matches your access rules.
Consolidating fragmented sources into one model that reconciles to the systems it came from.
Pipelines, infrastructure as code and automated gates, so releases run to a schedule rather than as events.
Logging and alerting that reaches a person who can act, with runbooks for the failures you already know about.
A semantic model engagement. Usually shorter than expected, because the hard part is agreement rather than technology.
Environment drift. We make the environments match, then make the difference visible when it reappears.
Someone builds the pack manually every month. That person is a single point of failure and usually wants rescuing.
A review against actual consumption, with the findings ranked by what they save.
If the existing warehouse works, we build on it. Migrating a functioning platform to a newer one is a cost looking for a justification, and we would rather spend your budget on the semantic model, which is where the value actually is.
Almost always because the same word means two things in two places. Revenue, customer and order each have several definitions in most organisations. The fix is a semantic model with those definitions agreed and signed off once, not another reconciliation spreadsheet.
Less of it, but not none. Even a fully hosted application has environments, releases and a deployment path, and those decide how much a change hurts.
Your team, with the documentation and training to do it, or ours under managed services. We are explicit about which before the work starts rather than discovering it at handover.
Bring the process that is breaking and we will tell you what it takes to fix it, including when the answer is not a project.
