Data Engineering & Integration
One set of numbers your teams can trust, and a clear signal when something is off.
We connect the systems you already run so reports, apps, and AI share the same figures. Refreshes land on a schedule you can see.
Part of Analytics & BI
Contact us for a Free Assessment. We'll follow up within 2 business days. See a sample Free Assessment.
Data Engineering & Integration
Stop reconciling the same numbers by hand. We connect CRM, accounting, and operations so your team shares one trusted picture and can see when a refresh did not land.
One trusted set of numbersFewer manual reconcilesA refresh you can see
The problem, and how we fix it
Where it gets stuck
Sales, finance, and operations each keep their own version of the truth. Month-end means another spreadsheet reconcile, and a missed refresh shows up only when someone challenges a number.
How we fix it: We connect the systems you already run so reports, apps, and AI share the same figures. Refreshes land on a schedule you can see. When a record should not be trusted, it stays out of the totals and shows up as something to fix. Microsoft Fabric, Databricks, and similar tools are how we deliver that, not a platform we ask you to tour.
Who it's for
Businesses whose numbers live in several systems and spreadsheets, where someone copies data by hand each week and a missed step only shows up when a figure is challenged.
Typical starting points
- One trusted set of numbers
- Fewer manual reconciles
- A refresh you can see
What's included
Stop reconciling the same numbers by hand. We connect CRM, accounting, and operations so your team shares one trusted picture and can see when a refresh did not land.
Data Platform Design
Connect the systems behind your reports, apps, and AI so teams stop rebuilding the same spreadsheet every month.
Data Pipelines & Integration
Bring CRM, accounting, operations, and files onto one refresh. Access stays limited to what the work needs.
Data Warehousing & Modeling
Shape the data so finance, sales, and operations can use the same figures. Fabric or Databricks when they fit the job.
Data Quality & Governance
Hold back records that do not match, show who owns each definition, and make a missed refresh visible before leadership sees it.
Platform Migration
Shift the reports that matter first, with a way back if the new numbers do not match what finance already trusts.
Orchestration & Refresh
An agreed schedule, a short runbook, and a named owner so the next refresh is not a mystery.
See one set of numbers, and the exceptions that still need a person.
We connect the systems you already run so sales, inventory, and accounting stop disagreeing. When a record should not be trusted, it stays out of the totals and shows up as something to fix.
Illustrative example. A multi-location retailer wants store sales, online orders, inventory, and accounting to agree before the Monday meeting, without another spreadsheet reconcile.
Sample scenarioMarlow RetailFictional multi-location retailer, not a client system
Paused · Step 1 of 4
When numbers update
Morning refresh: checked systems update the totals together. Anything that fails a check stays out.
Sample view
What you can trust this morning
0 in the totals · 0 need a look
Systems you already run
Store, online, customers, accounting, inventory, and a supplier file. Sample records only.
Store sales36 transactions · arrived, not in the totals yetArrived Online orders22 orders · arrived, not in the totals yetArrived Customers14 customer updates · arrived, not in the totals yetArrived Accounting18 journal lines · arrived, not in the totals yetArrived Inventory27 stock movements · arrived, not in the totals yetArrived Supplier file11 supplier rows · arrived, not in the totals yetArrived
Not ready yet
Sales total
Waiting until the checked sales sources finish.
Not ready yet
Stock on hand
Waiting until inventory finishes its check.
Alerts that matter
These stay out of the totals until someone reviews them.
- Checks are still running. Nothing is held back yet.
Dashboard
Sales total not ready
Stock app
Stock view not ready
What to do next
A person still decides. This sample does not change a live system.
- Store sales is still being checked. Leave it out of the meeting pack.Arrived
- Online orders is still being checked. Leave it out of the meeting pack.Arrived
- Customers is still being checked. Leave it out of the meeting pack.Arrived
- Accounting is still being checked. Leave it out of the meeting pack.Arrived
- Inventory is still being checked. Leave it out of the meeting pack.Arrived
- Supplier file is still being checked. Leave it out of the meeting pack.Arrived
Trusted totals, alerts that matter, and a clear next step when something does not match.
Platforms and tools we work with
Microsoft Fabric
Azure Data Factory
Databricks
Palantir Foundry
Capabilities
- Reliable refresh
- Trusted totals
- Checks you can see
- Dashboards
- Applications
Selection depends on the client environment. Not every implementation uses every tool. Not a partnership or certification list.
Tell us about this workflow. We'll follow up within 2 business days.
Contact UsPlatforms we work with
We use these platforms when they fit your systems. Named so you know what we can support, not as certifications or partnerships.
Example use cases
Illustrative patterns, not customer claims.
One revenue number
Sales and billing agree before the meeting, so leaders stop reconciling two versions of the same total.
A faster month-end
The refresh lands on schedule, and a miss shows up before someone hunts for it in a spreadsheet.
Field and finance see the same picture
Operations and accounting share totals, with the exceptions called out instead of buried.
Deliverables and expectations
What you leave with
- Connections from the systems you use
- Trusted figures for reports and apps
- Plain-language definitions
- Checks that hold back bad records
- A note of where key numbers come from
- A short runbook your team can follow
What this does not cover
- Not general IT support or 24/7 infrastructure monitoring.
- Secure credentials for scoped integrations are in scope; enterprise-wide identity administration is not.
What you can count on
- A look at which systems matter, and who should access them
- Connections that refresh on an agreed schedule
- Checks and a reconciliation you can review
- Plain-language definitions for the people who own the numbers
- Handoff so your team knows who runs it next
What we ask from you
- System access or coordinated extracts
- Business owners for reconciliation rules
- Refresh and availability requirements
How an engagement runs
Every engagement starts with a conversation, then a clear written scope.
Understand
We look at how the work happens today and agree on the one problem to solve first.
Agree the scope
You get a short written plan: what changes, what stays, and how we will check it worked.
Build and check
We build in small steps and review each one with the people who will use it.
Hand over
Your team gets plain notes and a walkthrough, so they can run it without us.
Tools we use
Named so you know what we can work with. These are tools, not the product, and not partnership badges.
- Power BI
- Microsoft Fabric
- Palantir Foundry
- SQL
- dbt
- Python
- Power Apps
- Power Automate
- Azure Data services
- Databricks
FAQs
Will you operate our entire cloud estate?
No. We provision and operate data workloads in scope. General network, server, and tenant administration belong elsewhere.
How do we know it worked?
Agreed records reconcile, refreshes meet schedule, failures are visible, and access is appropriate.
Tell us where the numbers get copied by hand.
Contact us for a Free Assessment. We'll follow up within 2 business days.
Contact Us