Data Engineering & Integration

Modern pipelines, scalable architecture, automated workflows, and integrated cloud data ecosystems.

What We Do

We design, build, and optimize modern data ecosystems that deliver clean, reliable, real-time information across your entire organization. Whether your data is scattered across legacy systems, SaaS platforms, or cloud services, we create scalable data pipelines, warehouses, lakehouses, and integrations that eliminate silos and enable the insights your teams rely on.

Our engineering approach centers on automation, cloud-first architecture, observability, and future-proof design — ensuring your data infrastructure grows with your business, not against it.

Core Capabilities

  • Modern ETL/ELT pipeline development
  • Cloud-native data warehousing & lakehouse design
  • Real-time event streaming and ingestion
  • Batch and micro-batch data processing
  • Cross-platform data migration & modernization
  • API integrations and data service layers
  • Data modeling (Star, Snowflake, Data Vault)
  • Data quality, validation, and observability frameworks

Tech Stack & Tools We Use

  • Cloud Platforms: Azure, AWS, GCP
  • ETL / ELT: ADF, Glue, Fivetran, Stitch, Matillion
  • Orchestration: Airflow, Prefect, Dagster
  • Warehouses: Snowflake, BigQuery, Synapse
  • Compute: Databricks, Apache Spark
  • Streaming: Kafka, Kinesis, Pub/Sub
  • Databases: SQL Server, Postgres, Oracle, MySQL, MongoDB
  • Modeling: dbt, SQL, PySpark
  • Automation: FastAPI, Functions, Lambdas

How Data Engineering Works at Delta H Data

Our structured delivery framework ensures seamless implementation, clean integrations, and reliable pipelines built for long-term scalability.

1

Assessment & Strategy

We conduct a deep analysis of your data sources, current architecture, workflows, and reporting needs to build a tailored, actionable roadmap.

2

Architecture & Solution Design

We architect warehouses, lakes, pipelines, models, governance, and cloud infrastructure aligned to your business goals and long-term data vision.

3

Pipeline Development & Integration

We build reliable ETL/ELT pipelines, real-time ingestion, and integrations that unify your systems with minimal disruption.

4

Data Quality, Testing & Observability

Automated validation, lineage, logging, schema checks, and monitoring ensure long-term accuracy and trustworthy data.

5

Deployment, Optimization & Handoff

We deploy pipelines, optimize performance, implement SLAs and dashboards, document everything, and transition ownership seamlessly.