BI & Data Engineering

Our team of seasoned data engineers possess extensive expertise in the technologies commonly employed in cloud and on-premise data architectures.
We possess the capability to design a data architecture from inception or enhance an existing data platform by developing fundamental components, including data storage layers (data lakes and warehouses), data pipelining (ETL jobs or intricate batch processing of data), and analytical tools (BI tools and AI model deployment).

Businesses frequently gather data from various locations and technologies, such as on-premise relational databases, customer relationship management (CRM) tools, analytics tools, and object storage.
While this approach is adequate for operational tasks, integrating this data into a centralized platform is often necessary to develop advanced analytics tools and artificial intelligence (AI) models capable of extracting insights from these data. This integration enables the separation of analytical and operational workloads and facilitates the combination of data from diverse sources.
We collaborate with our partners to comprehend the nature of the data, formulate an integration strategy, and implement this integration either through a novel architecture or an existing one.

Different data types and varying use cases necessitate distinct storage technologies. For instance, structured data that demands a columnar format in a data warehouse, while unstructured data such as images, videos, and audio require a data lake for optimal storage.
We meticulously design the appropriate storage system with fast interconnects, ensuring efficient data access for analytics tools. This ensures the required performance and optimal data management.

Data pipelines are utilized for ETL tasks and batch processing of data in analytics and machine learning workloads.
Well-designed data pipelines are efficient, reliable, and adaptable to monitoring and expansion as requirements change.

The term “big data” is loosely defined, but it becomes quite evident from the perspective of the challenge—handling large volumes of data necessitates different and far more intricate tools compared to small data.
At Outsoft, we have encountered various data types and have gained the expertise to recognize when employing a more complex toolset is justified and worth the additional investment in development and maintenance.
Furthermore, if you genuinely require such capabilities, we are here to assist you in making informed decisions and constructing a system that effectively addresses your specific challenges.

Our core offerings encompass dashboard development, data analysis, and customized Business Intelligence (BI) services. We meticulously select and implement the most appropriate BI tools, crafting dynamic dashboards and reports that transform your data into a potent asset. This empowers you to optimize your business operations through readily accessible and insightful information.