Data Integration Services for Businesses Running on Multiple Data Sources

The more data sources your business runs on, the harder it becomes to trust any single report. Forbytes builds data integration solutions that connect your sources, automate transformation, and give your team one reliable place to work from. 

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When You Need Data Integration

  • Your team consolidates data from multiple sources manually
  • Reports pulled from different systems rarely match each other
  • Data quality issues surface after your team makes decisions
  • Raw data piles up in your warehouse
  • Your teams can't access real-time data when they need it
  • Every new data source risks breaking your existing pipelines

Results You Can Achieve with Data Integration Services

Data Integration Benefit Business Impact
Automated data pipelines No manual data movement between sources
Unified data across systems One reliable dataset for reporting and decisions
Improved data quality Cleaner inputs, fewer errors downstream
Real-time data access Teams act on current data
Scalable integration architecture Add new data sources without rebuilding existing pipelines
Automated data transformation Raw data becomes usable without manual processing

Real Client Results

Our Data Integration Process

Discovery & Requirements Mapping

Mapping data sources, volumes, flows, and integration needs.
#2

Data Mapping

Defining field mappings, transformation rules, validation, and error handling.
#4

Testing & Data Quality Validation

Testing pipelines with real data, edge cases, and failure scenarios.
#6
#1

Integration Architecture & Design

Designing pipeline architecture, data flows, and transformation logic.
#3

Pipeline Development

Building ETL/ELT pipelines, API connectors, and real-time data flows.
#5

Launch & Continuous Monitoring

Launching with monitoring to track pipeline performance and data quality.

Data Integration That Holds Up at Scale

We build pipelines that handle growing data volumes without manual intervention.
Every pipeline includes error handling, alerting, and fallback logic from day one.
We work across cloud services, on-premises systems, and hybrid architectures.

The Right Integration Starts with Knowing Your Data.

Share your current stack and data challenges. We’ll scope the integration architecture and outline priorities before any development begins.

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What Our Clients Say

Nazar Lytvynenko

Nazar Lytvynenko

Group Manager, Guesty

Forbytes’ engineers and team leads worked as part of our RnD group and were directly managed by our company directors. They were both proactive and adaptable, qualities that perfectly match our needs in our fast-growing and constantly evolving environment.

Fredrik Nelson

Fredrik Nelson

CIO at AB Stenströms Skjortfabrik  

Forbytes created an app that allowed users to quickly measure themselves to be fitted for custom shirts. As a result, we could increase our speed, quality, and shirt output per week. Forbytes was dedicated to delivering a solution that accurately addressed our needs.  

Richard Lowe

Richard Lowe

CEO at The African Touch

Our e-commerce site saw online inquiries and orders rise after working with Forbytes. The team used top-notch expertise to inform their suggestions and improvements. Constant communication, quick responses, and prompt delivery made for a smooth and enjoyable collaboration.

FAQ

What do data integration services include?

Data integration services cover the full process of connecting data sources, building pipelines, transforming raw data into usable formats, and loading it into your data warehouse or data lake. Our team provides ETL/ELT pipeline development, API-based data integration, real-time data flows, data quality validation, and ongoing pipeline monitoring.

How long does a data integration project take?

A single-source data pipeline typically takes 3 to 6 weeks. Projects involving multiple data sources, complex data transformation logic, or migration from on-premises to cloud data infrastructure run 2 to 5 months. After the first call followed by the discovery phase, we provide a specific timeline based on your data volume, sources, and integration needs. 

Can you integrate data from both cloud and on-premises sources?

Yes. We build data integration solutions across cloud services including Microsoft Azure, AWS, and Google Cloud, as well as on-premises systems. For hybrid environments, we design the integration architecture to handle data movement and transformation across both without forcing a full cloud migration. 

How do you handle data quality throughout the integration process?

We implement data cleansing, deduplication, and validation rules at the point of ingestion. Pipelines include monitoring and alerting so data quality issues are caught before they reach your data warehouse or reporting layer. 

How do you handle structured and unstructured data in the same pipeline?

We design integration pipelines that process both structured and unstructured data from various sources. During the data mapping phase, we define transformation logic for each data type. Our team makes sure both reach your data warehouse or data lake in a consistent, queryable format. 

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    Forbytes created an app that allowed users to quickly measure themselves to be fitted for custom shirts. As a result, we could increase our speed, quality, and shirt output per week. Forbytes was dedicated to delivering a solution that accurately addressed our needs.  

    Forbytes’ engineers and team leads worked as part of our RnD group and were directly managed by our company directors. They were both proactive and adaptable, qualities that perfectly match our needs in our fast-growing and constantly evolving environment.

    Forbytes has a strong process-oriented way of leading the company, with good respect for themselves and their managers. They made a choice not to become too big but build slowly on more qualified people, which is paying off.

    Our e-commerce site saw online inquiries and orders rise after working with Forbytes. The team used top-notch expertise to inform their suggestions and improvements. Constant communication, quick responses, and prompt delivery made for a smooth and enjoyable collaboration.

    The Forbytes team was very professional and demonstrated a great understanding of the business aspects. All tasks were completed above expectations. Their experts were always available, and we never needed to wait for a response or a suggested solution.