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One source of truth for every number you report.

We connect your apps, clean and model the data, and build dashboards that answer the questions your team asks every week, automatically.

From scattered spreadsheets to trusted dashboards.

Reliable pipelines

Scheduled, monitored ingestion from your apps, databases and APIs, with alerts when something breaks.

Clean, documented models

Consistent definitions for customers, revenue and KPIs, so every report agrees.

Dashboards people use

Built around real decisions, refreshed automatically, and fast to load.

Collect, model, report.

  • Data Pipelines & ETL

    Batch and streaming pipelines that collect, clean and load data from your apps and APIs.

  • Data Warehousing

    One well-modelled source of truth for reporting and analysis.

  • BI Dashboards & Reporting

    Dashboards that answer the questions your team asks every week, refreshed automatically.

Open, portable tooling. No lock-in.

Ingestion
  • Python
  • Kafka
  • REST APIs
Processing
  • Apache Spark
  • dbt
  • SQL
  • Airflow
Storage
  • PostgreSQL
  • MongoDB
  • Redis
Dashboards
  • React
  • FastAPI

Your data team.

  • Full-Stack, Data & Cloud Engineer

    Abdul Haq Khalid

    Full-stack engineer who builds web apps together with the data pipelines and cloud infrastructure behind them, from idea to production.

    • Full-stack development
    • Data engineering
    • DevOps
    • React
    • Next.js
    • Node.js
    • Python

Data engineering questions.

Do we need a data warehouse?

Not always. If your questions span several tools or you report the same numbers every week, a warehouse usually pays for itself. If not, we'll suggest something lighter.

Which BI tool should we use?

The one your team will open. We'll recommend based on budget, existing tools and who needs access; the modelled data stays portable either way.

Can you work with our existing data?

Yes. We start by auditing sources and quality, then build pipelines around what you already have.

Tired of reports that don't agree?

Tell us what you're building, what's slowing your team down or what you'd like to automate. We'll come back with honest next steps and a clear estimate.

No obligation and no sales script.

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