Data Platforms & Warehousing

Lakehouses and warehouses on Databricks and Snowflake that scale with you

Services › Data Engineering › Data Platforms & Warehousing

A data platform is the foundation for every report, model and AI feature. When it is well built, new questions are answered in days. When it is not, every request becomes a project. We design and build lakehouse and warehouse platforms using medallion architecture, so raw data is captured once, cleaned once and served consistently.

Our engineers work daily with PySpark, Delta Lake, Databricks, Snowflake and dbt, with multi-workspace deployment through Databricks Asset Bundles and CI/CD. We have built platforms for banking, telecom, private equity and insurance clients.

What we do

  • Platform architecture on Databricks, Snowflake, AWS, Azure or Google Cloud
  • Bronze, silver and gold layers with clear ownership and contracts
  • Batch and streaming pipelines in PySpark and dbt
  • Data quality checks, lineage and alerting
  • CI/CD, environment management and cost monitoring

This is for you if

  • Reports disagree with each other because each team builds its own extracts
  • Pipelines break silently and someone finds out from a customer
  • You are planning AI and the data is not ready
  • Cloud data costs are growing faster than usage

How we work

  1. 1

    Architect

    Agree the platform, layers, standards and security model.

  2. 2

    Build the core

    Ingest priority sources and build the first gold datasets.

  3. 3

    Harden

    Add quality checks, lineage, CI/CD and monitoring.

  4. 4

    Scale

    Onboard more sources and teams with the same standards.

Technologies we use

  • Databricks
  • Snowflake
  • PySpark
  • Delta Lake
  • dbt
  • AWS Glue
  • Azure Data Factory
  • Terraform
  • Unity Catalog

Common questions

Databricks or Snowflake?

Both are excellent. The choice depends on your workloads, skills and existing cloud. We work on both and will recommend based on your case.

How do you control cost?

Right-sized compute, auto-termination, partitioning and a monthly cost review.

Can you take over an existing platform?

Yes. We start with a health check and fix the highest-risk items first.

Ready to talk about Data Platforms & Warehousing?

Call us or send a message and we will come back within one working day.