Data Engineering
Provider 
Founded 2005
Sells To Enterprises, Mid-Market
Pricing Model Services
Ownership Private

Data pipelines, warehousing, and real-time reporting for enterprise scale.
SmartData's Data Engineering service turns raw data into actionable insights with pipelines, warehousing, and real-time reporting built for scale and precision. Teams design ingestion layers, transformation workflows, and governed access models that support analytics and AI applications.
The service includes ETL/ELT pipeline development, data lake and warehouse architecture, real-time streaming integrations, and data quality frameworks. Clients span healthcare, manufacturing, insurance, and retail sectors requiring HIPAA-compliant and SOX-compliant data environments.
Amazon Web Services

AWS Glue
aws.amazon.com
Microsoft

Azure Data Factory
microsoft.com
Databricks

Lakeflow
databricks.com
| Attribute | Data Engineering | AWS Glue | Azure Data Factory | Lakeflow | |
|---|---|---|---|---|---|
| Provider | |||||
| Founded | 2005 | 2006 | 1975 | 2013 | |
| Sells To | Enterprises, Mid-Market | Small Business | Enterprises, Small Business | Enterprise | |
| Pricing Model | Services | Recurring | SaaS, Transactional | Usage-based | |
| Ownership | Private | Public | Public | Equity, Venture-backed |
Provider 
Founded 2005
Sells To Enterprises, Mid-Market
Pricing Model Services
Ownership Private
Provider 
Founded 2006
Sells To Small Business
Pricing Model Recurring
Ownership Public
Provider 
Founded 1975
Sells To Enterprises, Small Business
Pricing Model SaaS, Transactional
Ownership Public
Provider 
Founded 2013
Sells To Enterprise
Pricing Model Usage-based
Ownership Equity, Venture-backed


Managed cloud service that automates ELT pipelines from operational systems into warehouses.


Fivetran Managed Data Integration moves source data into warehouses automatically.

Dataforest's Modern Data Architecture service designs and builds scalable data platforms, pipelines, and analytics infrastructure for enterprises.


Service that designs scalable data architectures and AI-ready infrastructure for enterprise AI adoption.



Data engineering and AI consulting services for enterprise transformation.



Unified governance and discovery layer for data, models, apps, agents, and related AI assets.
Managed cloud service that automates ELT pipelines from operational systems into warehouses.

Fivetran Managed Data Integration moves source data into warehouses automatically.

Dataforest's Modern Data Architecture service designs and builds scalable data platforms, pipelines, and analytics infrastructure for enterprises.

Service that designs scalable data architectures and AI-ready infrastructure for enterprise AI adoption.

Informatica cloud data integration and management platform.

Data engineering and AI consulting services for enterprise transformation.

Tableflow maps Kafka topic data into open table formats for analytics and AI.

Unified governance and discovery layer for data, models, apps, agents, and related AI assets.
