Integration & Transformation

Build resilient ingestion and transformation pipelines so data arrives where and when teams need it.

We build the connective layer so your data is transformed predictably, governed by design, and stable under real production conditions.

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Pipeline
Development

Build robust ETL/ELT and CDC pipelines with orchestration and processing engines so data pipelines run reliably at scale.

System
Integrations

Seamlessly connect APIs, SaaS and internal services using resilient connectors, webhooks, and CDC patterns for consistent source replication.

Real-Time &
Streaming

Enable event-driven architectures and streaming data ingestion.

Data
Platforms

Structure and transform with data lakes and warehouses to deliver scalable, analytics-ready datasets.

Why 7factor

Engineer-Led Teams

Experienced engineers delivering production-grade data platforms and responsible AI.

Modern Data Platforms

Architecting data platforms leveraging containers and orchestration technologies.

Transparency & Trust

Open communication ensures you’re never in the dark

Our Work

ESPYR

AWS, Healthcare, Mobile Applications, Productization

iVitaFi

Azure, Engineering Autoscaling, FinTech, Technology Consulting

FLEETCOR

Engineering Autoscaling, FinTech, Mobile Applications

HandyTrac

AWS, Engineering Autoscaling, IoT, Mobile Applications, Technology Consulting

SongSplits

AWS, Mobile Applications, Sports & Entertainment, Technology Consulting

Delta Airlines

Manufacturing, Productization, Technology Consulting

Cloud Platform

AWS
Databricks
Google Cloud Platform
Microsoft Azure
Snowflake

Data Processing & Analytics

Apache Spark
Apache Kafka
Apache Airflow
Elasticsearch
Hadoop
Looker
Power BI
Tableau

Data Processing & Analytics

Apache Cassandra
Amazon S3
Azure Data Lake
Google BigQuery
MySQL
MongoDB
PostgreSQL
Redis

Languages & Tools

Apache Beam
Java
R
NumPy
Pandas
Python
Scala
SQL

Real-time Processing

Amazon Kinesis
Apache Storm
Apache Flink
Azure Stream Analytics
Google Cloud Dataflow

Data Integration & ETL

Apache NiFi
Fivetran
Informatica
Talend
Singer
Stitch

FAQ

Yes. We design both real-time and batch-based integrations depending on your use case. Whether you need streaming pipelines for operational insights or scheduled transformations for reporting, we build systems that balance performance, cost, and reliability.

We implement validation checks, automated testing, and monitoring across all pipelines. This ensures your data is accurate, consistent, and dependable no matter how many systems it flows through.

We use modern tools like dbt and scalable pipeline frameworks to build clear, maintainable transformation layers. Our approach focuses on transparency, version control, and testing, so your data models are easy to understand and evolve over time.

It’s how your data becomes usable. We connect data across systems (integration) and clean, structure, and model it (transformation) so it’s reliable, consistent, and ready for analytics, reporting, and applications.

We integrate across cloud platforms (like AWS), data warehouses (Snowflake,Redshift), APIs, SaaS tools, and legacy systems. Whether your data is siloed or spread across multiple sources, we unify it into a single, accessible foundation.

Our Offerings

Integration & Transformation

Governance & Quality

Managed Services & Staffing

Modeling & Analytics Enablement

Platform & Infrastructure

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Let’s Build
Something Together

Human-centered engineering, built to scale with you.

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Unify Your
Data Systems.