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    Data Engineering

    Pipelines your business can actually depend on

    We design, build and operate the ingestion, transformation and orchestration layer that feeds your dashboards, models and AI agents — tested, documented and monitored.

    ELTdbtAirflowLakehouseData contractsCI/CD
    Data Engineering

    Why Liplyn Information Group for your sector

    Ingestion & ELT

    Batch and incremental loads from databases, SaaS APIs, files and event streams into one governed landing zone.

    Modelling

    Dimensional and data-vault models in dbt or SQL, versioned in Git with tests on every layer.

    Orchestration

    Airflow, Dagster or native cloud schedulers with retries, SLAs and alerting when a job drifts.

    Observability

    Freshness, volume and schema checks so broken data is caught before a stakeholder finds it.

    What we deliver

    From a first pipeline to a full platform team hand-over — pragmatic engineering, no vendor lock-in theatre.

    Source inventory and data contract per system
    Ingestion framework with incremental loads and replay
    Layered warehouse model (raw, staging, core, marts)
    Automated testing and CI/CD for every data change
    Orchestration with alerting, SLAs and runbooks
    Cost monitoring and query optimisation
    Documentation and hand-over to your own team

    Talk to a data engineer

    Tell us about your sources and pain points — we'll sketch a target pipeline architecture.

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