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Data engineering & analytics

Make your data reliable, accessible and useful.

When every report needs manual reconciliation and every team has its own version of the numbers, decisions slow down and confidence drops.

We build the pipelines, platforms and reporting that turn scattered data into dependable information — sized to your organisation, not to a vendor's sales target.

Business problems addressed

Sound familiar?

Reports take days and still don't agree

Analysts spend their time copying and reconciling. Automated pipelines and a single model end the month-end scramble.

Data is trapped in operational systems

CRM, finance, operations and spreadsheets don't talk to each other. We bring them together in one dependable platform.

A legacy warehouse is costly and brittle

We plan and run migrations to modern cloud platforms with data validated at every step.

Leaders want insight, not just numbers

Clear executive and operational dashboards — and predictive analytics where there's a genuine case for it.

Services & capabilities

What's included

Platforms & architecture

  • Data platform strategy and implementation
  • Data warehouses and lakehouses
  • AWS and Azure data solutions
  • Snowflake implementations
  • Data platform optimisation

Pipelines & modelling

  • Data ingestion and integration
  • ETL and ELT development
  • dbt transformation pipelines
  • Data transformation and modelling
  • Data migrations

Quality & operations

  • Data quality engineering
  • Monitoring and observability

Reporting & insight

  • Business intelligence
  • Power BI dashboards
  • Executive and operational reporting
  • Analytics modernisation
  • Predictive analytics where appropriate

Typical deliverables

What you receive

Every engagement is scoped individually. These are the outputs clients most often ask us for.
Data platform
A cloud warehouse or lakehouse configured, secured and documented.
Automated pipelines
Scheduled, monitored ingestion and transformation with clear lineage.
Data model
Tested, documented business definitions that reporting can rely on.
Dashboards & reports
Executive and operational views designed with the people who use them.
Data quality checks
Automated tests that catch problems before they reach a report.
Runbook & handover
So your team can operate and extend the platform confidently.

How an engagement works

A clear path from first call to outcome

  1. 1

    Assess

    Review sources, existing reports and the decisions data needs to support.

  2. 2

    Design

    Agree platform, model and pipeline approach proportionate to your scale.

  3. 3

    Build & migrate

    Deliver pipelines and models iteratively, validating data against trusted figures.

  4. 4

    Report & operate

    Release dashboards, set up monitoring and hand over or support ongoing.

Engage us for a single stage or the whole journey. See how we work

Relevant experience

Grounded in practical delivery

Team experience · previous roles

Enterprise data platform & Snowflake migration (education)

Team experience leading Snowflake migration, data quality, governance, access control and reporting in a large education organisation.

Gained by team members in previous roles — not a direct DebAkint client engagement.

See our work
Team experience · previous roles

Azure migration and reconciled reporting

Team experience migrating operational data into Azure and reconciling inconsistent source systems into trusted executive dashboards.

Gained by team members in previous roles — not a direct DebAkint client engagement.

See our work

Talk to us about your data

Whether it's a single dashboard or a full platform, we'll help you find the right starting point.

Or email ask@debakint.tech