Consulting & Migration

Built for scalable
production-ready systems.

We combine deep data engineering expertise with hands-on migration strategy to help you modernize your data ecosystem with confidence and control.

Move Your Data Forward with Confidence

We guide your migration journey and build systems that are reliable scalable and built for production.

Data
Strategy
Align your data initiatives to real business outcomes, not just tools or trends.
Architecture
Design
Design scalable, cloud-native data architectures that won’t need to be rebuilt later.
Tooling &
Platform Decisions
Evaluate and select the right technologies based on your needs
Migration
Planning
De-risk platform migrations with a clear, executable roadmap.

Why 7factor

Your data deserves direction

Engineer-Led Teams
Experienced engineers delivering production-grade data platforms with 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

Explore our Case Studies

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

Technologies We Work With

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

Your questions answered.

We assess your current data ecosystem, define a clear modernization roadmap,
and execute migrations to cloud-native platforms. This includes moving
data from legacy systems to modern warehouses or lakes, redesigning pipelines,
and improving data accessibility and performance.

We prioritize continuity and low risk. Our team uses phased migration strategies,
parallel runs, and validation processes to ensure data integrity and minimal
downtime. You get a smooth transition with no impact to critical business
operations.

Yes. We specialize in cloud migrations, on AWS, and work with partners platform like Snowflake to build scalable, high-performance data environments. We ensure your data is optimized for both analytics and operational use cases post-migration.

We implement rigorous validation, testing, and reconciliation processes
throughout the migration. This includes automated checks, data profiling, and
monitoring to ensure accuracy, completeness, and consistency at every stage.

We don’t just migrate and leave. We optimize your new environment for
performance, cost, and scalability, and can continue supporting your team with
ongoing enhancements, pipeline improvements, and data strategy as your needs
evolve.

Our Offerings

Explore More Offerings

Integration & Transformation
Governance & Quality
Managed Services & Staffing
Modeling & Analytics Enablement
Platform & Infrastructure

Get started

Let’s Build
Something Together

Human-centered engineering, built to scale with you.