Local focus Vancouver
Change location

Founder implementation · validated in staging

Review readiness.
Before the rollout.

A real Power BI staging build for component availability and shortage review, with recorded model, search, reset and navigation checks. Production deployment is not established.

Coal Harbour & Canada Place · Vancouver

Delivered by Manish Dadhwal, within an anonymized enterprise environment

Recorded checks September 29–30, 2026

Scope Staging build · production deployment not established

Tools Power BI · DAX · Business Central data

The problem

Unintended filters.
Misleading shortages.

A readiness view needs to show why an order requires review. Forced dropdown selections hid available orders, reset could leave an unintended narrow view, and floating-point residue could produce a false shortage.

  1. Build a reconciled staging model

    Generated the Power BI model and report for Business Central data, then recorded schema, measure and population checks in staging.

  2. Correct selection and reset

    Removed forced dropdown selection and checked that reset cleared the operating filters. Corrected the line-ranking context for component detail.

  3. Make comparison precision explicit

    Rounded the on-hand comparison so negligible residue did not create a false SHORT verdict, then repeated reconciliation.

  4. Exercise the reader journey

    Recorded a rendered staging check of opening state, search, component review, filters, sorting, reset and drill-through/back.

Inside the implementation

Clear selections.
Trust the verdict.

The staging build addressed defects that affected the reader’s decision, including forced filters, a reset that reselected values and a false shortage caused by floating-point residue.

A reset that actually returns to all records

The dropdowns originally forced one value to remain selected. Clearing the filters immediately reselected values, producing an unintended narrow view. The saved correction turned off force selection so an empty selection represented all records, and added reset controls to the operating pages.

A shortage that came from rounding

Very small floating-point residue could produce a false SHORT verdict. The recorded build rounded the on-hand comparison to an explicit precision and then reran measure and model reconciliation checks. This is a corrected comparison rule, not a claim that every shortage was resolved.

Search and navigation as part of acceptance

The saved rendered staging test included typed order search, populated component detail, shortage priority, filters, sorting, reset, drill-through and return. A blank opening state kept the report from presenting a default order as the reader’s deliberate selection.

A deliberate staging boundary

The implementation log identifies the report and semantic model as staging items and expressly says the production report was not deployed. Later layout edits followed the reader test. Current layout, export contents and production adoption are outside this case’s accepted evidence.

Recorded acceptance checks

What passed.
What it establishes.

Staging build and recorded checks: September 29–30, 2026. The evidence is the saved coordination log, with the narrower verification limits stated here.

Model reconciliation

The saved September 29 log records schema validation, successful measure evaluation and population reconciliation in the staging model.

Evidence boundary: Recorded log evidence; the raw reconciliation output was not independently re-inspected for this case.

Filter and reset behavior

Saved checks record that the reset cleared the slicers after the force-selection fix.

Evidence boundary: The tested staging snapshot; later layout changes require a fresh check.

Reader decision path

The September 30 log records typed search, component detail, shortage priority, verdict states, filter/sort and order drill-through/back.

Evidence boundary: Historical rendered staging checks, not current production acceptance.

Release status

The reviewed source explicitly states that the production report was not deployed.

Evidence boundary: A real staging build; no production rollout, current export or sustained refresh claim.

Apply the lesson

Test the decision,
then the release.

For an inventory or readiness dashboard, a useful first scope includes source reconciliation and the actual reader controls.

These are project-scoping prompts, not a diagnosis or a promised result.

  1. Define the availability comparison

    Agree source quantities, units, comparison precision and the rule for missing information before assigning a verdict.

  2. Exercise empty and selected views

    Check the blank opening state, typed search, filters and reset with the data available to the reader.

  3. Reconcile before accepting the visuals

    Compare the complete permitted population and inspect representative detail, review and shortage states.

  4. Separate staging acceptance from production

    Keep a dated check record. Recheck later changes, exports, source freshness and release approval as explicit acceptance gates.

Scope and evidence

A tested staging build.
A stated release limit.

The saved September 29–30 implementation log records the build and staging checks. It explicitly says the production report was not deployed. Later layout edits, raw export results, current report health, ongoing refresh behavior and business acceptance have not been independently established by this case.

A recorded refresh-skip check contains an unresolved timing inconsistency, so this page makes no accepted skip-path claim. The separate Power Apps application has its own validation issues and is not included in this report’s acceptance.

Founder enterprise implementation experience. No paid consultancy-client relationship, production adoption, measured saving or ROI is implied.

Source-backed case

The evidence is a dated saved implementation and staging-validation log. Source identifiers, order records, volumes and operational quantities are withheld.

No privacy-safe screenshot of this staging report is published. The separate reporting interface excerpt on the Work page is not used as evidence for this build.

Compare the evidence for each case

Related services

Define one useful
operating view.

Start with the source records, the availability rule and a few reader actions that must behave correctly. Keep staging and production acceptance separate.

A practical place to start

Discuss the source,
the decision and the check.

Discuss your workflow

Stanley Park seawall · Vancouver