Data consulting · Midrand, Gauteng

Make your data work for your decisions.

We help municipal and business teams improve data quality, automate reporting and turn information into clear Power BI dashboards.

Start with one department and one defined reporting process.

WHAT USEFUL REPORTING CAN LOOK LIKE

EXAMPLE REPORT

Payment reconciliation

Sample data
95%matched
Matched
950
Unmatched
30
Potential duplicates
20
50 records requiring review

A clear queue for the next action.

Illustrative figures. This is not a client project.

BASED INMidrand, Gauteng
B-BBEE STATUSLevel 2 Contributor
PROCUREMENT RECOGNITION125%
COMPANY REGISTRATION2026/818302/07

OUR SERVICES

Practical support for your reporting needs.

Each service starts with a business question, agreed data sources and a clear result to work towards.

01Data quality assessmentUnderstand what needs attention in your data.

We check an agreed dataset for missing information, repeated records, inconsistent formats and exceptions to your business rules.

What you receive

  • A data quality findings report
  • An exception list for follow-up
  • A prioritised action plan

How we check the result

Repeat the checks on an agreed sample and review the findings with the data owner.

02Automated reportingMake your reporting process repeatable.

We build a process that collects, prepares and produces an agreed report, with checks that make failed runs and mismatched totals visible.

What you receive

  • A data preparation workflow
  • Agreed report outputs and run logs
  • Operating instructions

How we check the result

Reconcile record counts and totals to the agreed source, then confirm that a repeat run produces the expected result.

03Power BI dashboardsSee the indicators and exceptions that matter.

We turn agreed indicators into clear reports with useful filters, trends and views of records requiring attention.

What you receive

  • A Power BI report
  • Calculation definitions and a refresh approach
  • A user handover session

How we check the result

Reconcile report totals and confirm that users can complete the reporting tasks agreed at the start.

ABOUT DLAMINI

A data partner for municipal and business teams.

Download company profile

DLAMINI DATA AND BUSINESS SOLUTIONS (PTY) LTD is a Midrand-based data consulting company. Our initial focus is Gauteng municipalities, with services also available to businesses.

We support finance, ICT, performance management and operational teams. Our work connects the business question to the data, the calculation rules and the report people use.

Business logic, in plain English

These are the agreed rules used to interpret information. For example, a payment is flagged for review when its reference has no matching billing record.

TOOLS SELECTED TO SUIT THE PROJECT

  • SQL
  • Python
  • PostgreSQL
  • Power BI

OUR APPROACH

Agree the question.
Check the answer.

We agree the scope before building, validate the results with you and provide a clear handover.

A starting pilot can cover one department and one reporting process. Deliverables, responsibilities and acceptance checks are agreed in writing.

  1. 01

    Understand the need

    Define the business question, intended users and scope.

  2. 02

    Review the data

    Confirm the sources, field meanings and quality issues.

  3. 03

    Prepare the data

    Build repeatable steps and document the business rules.

  4. 04

    Build the report

    Develop the agreed report or dashboard for review.

  5. 05

    Validate the results

    Reconcile totals, check calculations and confirm acceptance.

  6. 06

    Train and hand over

    Explain the process, provide instructions and agree support.

EXPLORE AN EXAMPLE

Turn an exception into a next action.

Filter the sample records to see how a reconciliation report can help a team organise its review work.

Illustrative sample These figures and records do not represent a client project.

PAYMENT RECONCILIATION

Record review overview

Total sample records1,000
Matched records950
Requiring review50
Match rate95%
ReferenceBilled amountPayment amountCheck resultClassification

Showing 1–6 of 1,000 records

How to read this example

Each record is assigned to one category. Unmatched references and potential duplicate entries enter the review queue. The agreed checks and source data determine what needs investigation.

LET’S TALK ABOUT YOUR DATA

Which report is taking the most effort?

Tell us where its information comes from and who uses it. We can then define a focused assessment or reporting pilot.

Call 065 243 1806
Business location
Midrand, Gauteng
Our initial focus
Gauteng municipalities and business teams

A useful starting point: your current report, its source data and the question you need it to answer.