# 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](/content/case-studies/espyr/index.html)

### iVitaFi  
Azure, Engineering Autoscaling, FinTech, Technology Consulting  
[iVitaFi](/content/case-studies/ivitafi/index.html)

### FLEETCOR  
Engineering Autoscaling, FinTech, Mobile Applications  
[FLEETCOR](/content/case-studies/fleetcor/index.html)

### HandyTrac  
AWS, Engineering Autoscaling, IoT, Mobile Applications, Technology Consulting  
[HandyTrac](/content/case-studies/handytrac-key-control/index.html)

### SongSplits  
AWS, Mobile Applications, Sports & Entertainment, Technology Consulting  
[SongSplits](/content/case-studies/songsplits/index.html)

### Delta Airlines  
Manufacturing, Productization, Technology Consulting  
[Delta Airlines](/content/case-studies/delta/index.html)

## 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  
[Governance & Quality](/content/offering/data-engineering/governance-quality/index.html)

##### Managed Services & Staffing  
[Managed Services & Staffing](/content/offering/data-engineering/managed-services-staffing/index.html)

##### Modeling & Analytics Enablement  
[Modeling & Analytics Enablement](/content/offering/data-engineering/modeling-analytics-enablement/index.html)

##### Platform & Infrastructure  
[Platform & Infrastructure](/content/offering/data-engineering/platform-infrastructure/index.html)

##### Integration & Transformation  
[Integration & Transformation](/content/offering/data-engineering/integration-transformation/index.html)

## Get started

### Let’s Build Something Together

Human-centered engineering, built to scale with you.  
[Book a Call](/content/contact/index.html)  
[Explore Offerings](/content/services/index.html)