# Governance & Quality

Governance and validation that keep your data accurate and aligned across your systems.

## Reduce Operational Overhead

We keep your platforms running smoothly in production by proactively managing issues before they impact performance or trust.

### Data Quality &  Testing

Implement automated checks to ensure accuracy and consistency.

### Lineage &   Observability

Track data across systems and detect issues before they impact users.

### Schema Change Management

Monitor and manage changes to prevent downstream breakages.

### Security &   Compliance

Enforce governance policies and prepare for audits with confidence.

## Your data deserves direction

### 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.

## 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  
  
### Data Storage

- 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

## Your questions answered.

### Can you help with data security and compliance requirements?

Yes. We design data systems with security and compliance in mind, including access controls, encryption, and auditability. Whether you’re operating in healthcare, fintech, or another regulated industry, we align with best practices and required standards.

### How do you maintain data quality as systems scale?

We build governance and quality practices that scale with your platform. This includes ongoing monitoring, alerting, and continuous improvement processes, so your data remains trustworthy as volume, complexity, and usage grow.

### How do you manage data access and permissions?

We implement role-based access controls and governance frameworks that ensure the right people have access to the right data no more, no less. This protects sensitive information while still enabling teams to work efficiently.

### How does 7Factor improve data quality?

We implement validation, testing, and monitoring directly into your data pipelines. This includes automated checks for accuracy, completeness, and consistency so issues are caught early and your data remains reliable over time.

### What is data governance and why does it matter?

Data governance ensures your data is secure, compliant, and used responsibly across your organization. It defines how data is managed, accessed, and protected so teams can trust the data they rely on to make decisions.