01
Sources & data quality
Audit available records, ownership and missing fields before building pipelines and reports.
FMN CAPABILITIES / BUILT AROUND YOUR BUSINESS
Data engineering & analytics.
Turn scattered records into usable insight.
Data pipelines, warehouses and business dashboards that connect trusted information to everyday decisions.
Clear scope. Reviewable progress. Documented handover.
FMN / 10SERVICE BLUEPRINT
DATA
From a need to a working solution.
01
Sources & data quality
02
Pipelines & modelling
03
Business intelligence
04
Governance & handover
01 / WHY THIS SERVICE
Value starts with a real problem.
Dashboards become useful when the underlying numbers are trusted. We organise sources, agree on metric definitions and make data preparation repeatable so the team can understand how a report was produced and act on it.
Does this sound familiar?
Reports disagree and preparing them takes too much manual effort.
01
Consistent metric definitions
02
Less manual report preparation
03
Traceable data sources
These are goals to review together; success measures depend on the agreed scope and your starting point.
02 / INSIDE THE SCOPE
What do we actually work on?
Connected capabilities, shaped to your project. The proposal defines which parts are included and what each one delivers.
02
Pipelines & modelling
Collect and transform data into agreed models with repeatable processing and traceable failures.
03
Business intelligence
Build dashboards around decisions, with clear definitions, filters and appropriate access.
04
Governance & handover
Document data sources, refresh schedules, quality checks and the people responsible for each metric.
03 / FROM DISCOVERY TO HANDOVER
Clear steps. Tangible outputs.
- 01
Understand & define
We review your current situation, users and constraints, then agree on scope, responsibilities and acceptance criteria.
- 02
Design the solution
We make the proposed journey or technical approach reviewable before implementation, with clear decisions and dependencies.
- 03
Implement & review
We agree on metric definitions, connect sources and validate data quality before building reporting views.
- 04
Validate & hand over
We review the agreed outputs with your team, record remaining actions and hand over the documentation needed for the next step.
THE PRACTICAL HANDOVER
What do you walk away with?
Reviewable, usable outputs checked against the scope we agree together.
- Data-source audit and pipeline implementation
- Warehouse models and quality checks
- Business dashboards and metric documentation
04 / WHERE IT FITS
A solution that fits your context.
Who is it for?
Businesses consolidating operational, customer and sales information.
Illustrative project possibilities, rather than claims of completed client work.
What if our data is incomplete?
We start with a quality assessment and describe gaps before reporting. Some issues can be addressed with validation rules; others need a business decision or better source collection.
Will dashboards update in real time?
Refresh frequency depends on source access, operational needs and cost. We agree on an appropriate schedule or streaming approach rather than assuming every metric needs real-time updates.
What is needed for a useful BI dashboard?
A business question, agreed metric definitions and accessible source data come first. Source count, data quality, historical migration and refresh frequency determine the pipeline and reporting scope.
How are scope, timing and cost agreed?
We review your goals, existing systems and required outputs first. The proposal defines deliverables, responsibilities, dependencies and commercial terms. Optional features and ongoing support are agreed explicitly.
Capabilities that work together.
All capabilitiesYOUR NEXT STEP
Let’s make your next idea work.
Tell us where you want to go. We’ll start with your challenge and shape the way forward together.