AI Services / Data Engineering
Data engineering services — pipelines you actually trust
We design, build, and operate data pipelines — batch and streaming — with quality gates, observability, and warehouse modeling tuned for cost and speed. Pipelines that hold up under real usage, not just first-pass validation.
Why Empiryx
Why teams choose Empiryx for data engineering
Expertise
Data engineering skills we specialize in
01
Pipeline engineering
Airflow, Dagster, Prefect — DAGs with retries, observability, and SLAs.
02
Warehouse design
Snowflake, BigQuery, Redshift — modeling for cost and query performance.
03
Streaming
Kafka, Flink, Kinesis — real-time pipelines for dashboards and alerts.
04
Data quality
dbt tests, Great Expectations, and Soda — quality gates as part of the pipeline.
Expertise
Roles & capabilities we specialise in
A deeper look at the specialists we place and the work they ship.
Cloud warehouses
Snowflake, BigQuery, Redshift — modeling for cost and performance.
ETL & ELT
Airflow, dbt, Fivetran, Airbyte — picked per workload.
Streaming
Kafka, Kinesis, Flink — real-time pipelines for dashboards and alerts.
Lakehouses
Iceberg, Delta, Hudi — for teams outgrowing a single warehouse.
Data quality
Great Expectations, Soda, and dbt tests as part of the pipeline.
Cataloging
DataHub, OpenMetadata — discoverability and lineage out of the box.
Industries we serve
Built for high-stakes sectors
Domain-aware engineers who understand your sector's constraints — not just the syntax.
FinTech
Compliance and trade data pipelines
E-commerce
Inventory and customer 360 pipelines
Healthcare
PHI-safe ingestion and warehouse modeling
SaaS
Product analytics and event warehouse builds
FAQ
Answers to common questions
Process
How it works
Data audit
We map your sources, the warehouse, and the questions your team needs answered.
Pipeline MVP
We ship a working pipeline + first dashboard in 2–4 weeks.
Harden
We add data quality checks, observability, and SLA alerts.
Operate
We monitor pipeline health, drift, and cost — and iterate against real usage.
Get started
Pipelines that earn the trust of your dashboards
Tell us the sources. We'll bring the orchestrator, the warehouse, and the quality gates.
Explore more
Hire AI Developers in India
Pre-vetted ML, NLP, LLM & CV engineers. Onboard in 7–10 days.
Offshore Development Team India
Dedicated offshore engineering team embedded in your workflows.
ODC & GCC Setup India
Start with an ODC. Evolve into a fully owned GCC as you scale.
Hire Machine Learning Engineers
ML Engineers, Data Scientists, NLP & MLOps specialists in India.
Build Engineering Team in India
Full-team formation — frontend, backend, AI/ML, DevOps, and leads.
AI Automation
n8n, Zapier & custom workflows that run your business on autopilot.
AI Engineering
RAG, fine-tuning, and AI agents built for production, not demos.
MLOps
Model serving, monitoring, and CI/CD for machine learning systems.
DevOps
CI/CD, infrastructure as code, and observability that scales.
Application Scaling
Performance audits and fixes that take your MVP to production-ready.
Database & Data Engineering
Database design, pipelines, and migrations built to last.