Online Services — Data, AI & Automation
Databricks Lakehouse Services
We build and optimise Databricks lakehouse platforms — ingestion pipelines, Delta Lake modelling, Unity Catalog governance and the Spark tuning that keeps costs sane.

- Discipline
- Data, AI & Automation
- Delivery
- Live online, worldwide
- Service line
- Lakehouse & data pipelines
Databricks makes it easy to start and easy to overspend. Clusters sized generously and left running, pipelines that reprocess full history nightly, and jobs whose shuffle behaviour nobody has examined account for most of the bills we are asked to explain.
Our engagements cover both build and remediation: designing incremental pipelines with Delta Live Tables and Auto Loader, and rewriting existing jobs whose performance has degraded as data grew.
Unity Catalog governance is part of the work rather than an afterthought, since retrofitting access control across an established lakehouse is considerably harder than designing it in.
What we deliver
Scoped as a project, a phased rollout or an ongoing managed service.
Lakehouse architecture
Medallion layer design, storage layout and workspace structure documented up front.
Ingestion pipelines
Incremental ingestion with Auto Loader and Delta Live Tables rather than full reloads.
Unity Catalog governance
Catalog, schema and access design with lineage and audit in place.
Spark performance tuning
Partitioning, shuffle and join optimisation on jobs that have degraded with data growth.
Cost optimisation
Cluster policies, autoscaling, spot usage and job scheduling to control DBU consumption.
Migration
Migration from legacy Hadoop, warehouse or notebook estates onto the lakehouse.
MLOps
MLflow tracking, model registry and deployment pipelines for production models.
Managed data platform
Pipeline monitoring, failure response and ongoing optimisation under SLA.
Products & components covered
- Delta Lake
- Delta Live Tables
- Unity Catalog
- Apache Spark
- MLflow
- Auto Loader
How we engage
- Platform build
- Pipeline development
- Performance remediation
- Managed data platform
What you end up with
- Pipelines that process increments, not full history
- DBU consumption reduced against a measured baseline
- Data access governed and auditable
- Jobs that stay fast as volume grows
Databricks services delivered worldwide
This work is delivered remotely, so location is not a constraint. Change windows are scheduled in your local time and staffed accordingly, across IST, GMT, CET and US hours. Where a task genuinely needs someone physically present, we coordinate local hands and run the technical work remotely alongside them.
FAQs
Databricks services — common questions
What clients ask before scoping an engagement.
Start a conversation
Need Databricks work delivered?
Tell us what you are running and what needs to change. We will come back with a scope, an approach and a price.
- Telephone
- +91 98305 21337
- Alternate
- +91 92318 99020
- Office
- RN 506, Siddha Esplanade, 6 Jawaharlal Nehru Road, Kolkata, West Bengal 700013, India
- Hours
- Monday – Saturday, 10:00 AM – 7:00 PM IST










