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.

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

Explore our Case Studies

ESPYR

AWS, Healthcare, Mobile Applications, Productization
ESPYR

iVitaFi

Azure, Engineering Autoscaling, FinTech, Technology Consulting
iVitaFi

FLEETCOR

Engineering Autoscaling, FinTech, Mobile Applications
FLEETCOR

HandyTrac

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

SongSplits

AWS, Mobile Applications, Sports & Entertainment, Technology Consulting
SongSplits

Delta Airlines

Manufacturing, Productization, Technology Consulting
Delta Airlines

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

Databases

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.

What does 7Factor’s data consulting and migration service include?
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.

How do you approach data migrations without disrupting the business?
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.

Can you help migrate data to AWS and modern platforms like Snowflake?
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.

How do you ensure data quality and integrity during 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.

What happens after the migration is complete?
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

Governance & Quality

Managed Services & Staffing

Modeling & Analytics Enablement

Platform & Infrastructure

Integration & Transformation

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Let’s Build Something Together

Human-centered engineering, built to scale with you.
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