Service
Analytics Architecture & BI
We help you put reporting on certified grain: metric definitions, semantic structure, and BI workbooks that finance and operations can both use.
The work
How we help
Dashboards are not an architecture. When the warehouse is live and Tableau still calculates its own revenue, the argument moves from the pipeline to the workbook. We design the metric and reporting layer so BI is a consumer of certified tables — not a second warehouse.
The work is definitions, grain, and the path from mart to workbook. We do not sell a visualization restyle as a data program.
When this is the engagement
The warehouse is there, but Tableau, Power BI, or Looker still invents a fourth definition of the same number.
Contracted and invoiced by Havilah Technologies LLC. Delivery in your warehouse and your git.
- 01Write metric definitions aligned to warehouse grain — what the number includes, excludes, and is valid for.
- 02Design a semantic layer or governed metric table so tools do not fork a fourth definition.
- 03Align Tableau, Power BI, or Looker extracts and calculations to certified marts.
- 04Structure reporting for finance and operations without duplicating the model in the BI tool.
- 05Set a self-service boundary: which fields analysts may combine, and which they may not.
Typical work
What an engagement looks like
01
Metric catalog
Named metrics, owners, grain, and the certified table each report is allowed to use.
02
Reporting architecture
How workbooks, extracts, and semantic models connect to the warehouse without rewriting business logic.
03
BI alignment
Repair of Tableau, Power BI, or Looker calculations that silently disagree with the mart.
04
Self-service guardrails
Published datasets and permissions so analysts can explore without forking close.
What you receive
Deliverables
- Metric definitions aligned to warehouse grain
- Reporting finance and operations can both use
- BI calculations that stop rewriting certified tables
- Self-service that does not fork the model
Capabilities
In scope
- Metric definitions and semantic-layer design
- Reporting infrastructure for finance and operations
- Tableau, Power BI, and Looker aligned to warehouse grain
- Self-service foundations that do not fork a fourth definition
Related services
dbt, SQL & Transformation
We build and refactor the dbt and SQL layer that turns landings into certified marts finance and operations can both use.
Contested Metric Diagnostic
We trace one disputed metric from source through the warehouse into the report and leave a written ruling plus evidence SQL your team re-runs.
AI-Ready Data
We prepare certified marts, features, and semantic context so warehouse AI and copilots quote numbers the business has already ruled.
Discuss Analytics Architecture & BI.
Analytics Architecture & BI is contracted under Havilah Technologies LLC. Tell us the stack, the systems, and the outcome.