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In the world of business today, data is the key to success. Companies gather enormous quantities of information, whether about customers, suppliers, production processes or market trends. However, simply collecting data is not enough to gain truly valuable insights and make informed decisions. Enter Microsoft Fabric – an innovative platform developed to support businesses in managing, analyzing and using their data effectively.
A key component of Microsoft Fabric is the data engineering part of the platform. This area enables companies to create data pipelines in order to extract, transform and load data from different sources (ETL process). Here you can bring the data into the desired format so that it can be analyzed effectively and used in modern reporting tools such as Microsoft Power BI.
Different workloads are covered in the data engineering part of Microsoft Fabric:
Once the data has been successfully prepared, it is time to create an efficient data model. This model comprises fact tables, dimension tables and the relationship to each other, and follows proven methods for data modeling. In Microsoft Fabric, users can now access this data and implement queries using visual query without needing extensive SQL knowledge. The best thing about this is that the data modeled and processed in the data engineering part can be seamlessly integrated into Power BI. This opens up the possibility of creating impressive visualizations and informative reports that form the basis for data-driven decision-making.
In the data science module of Microsoft Fabric, we concentrate on three key functions in particular:
Data preparation
An outstanding feature is Data Wrangler, which supports data scientists in data preparation. This tool offers functions for data preparation and automatic code generation, which makes data manipulation and transformation considerably easier. It offers a grid-like data view, dynamic summary statistics, integrated visualizations and a library of common data cleansing actions. This enables transformations to be carried out quickly and the data view to be updated in real time.
It is particularly helpful that Data Wrangler is geared toward machine learning, thereby simplifying complex data processing tasks for data scientists. It also offers a preview function for visualizing the effects of transformation steps, and automatically generates code snippets for reusable functions.
Experimenting and modeling
For efficient experimentation and tracking, Data Wrangler offers the option of organizing multiple versions in one experiment. This makes it easier for data scientists to assess performance by comparing versions and models within an experiment. Experiments are tracked via MLflow API, which facilitates integration in the data science process. Microsoft Fabric also offers a user-friendly graphical interface for filtering and managing experiments.
Data enrichment
Once a model has been developed, it can be used to enrich data in the data lakehouse. Using models is simple and can be done either by copying the generated code or with the help of the model assistant. These models can be used directly to enrich the data lakehouse and can be distributed immediately, which speeds up data processing and enables data-driven decision-making.
Microsoft Fabric offers many advantages, ranging from increased efficiency to the creation of a competitive advantage. Companies that deploy this technology wisely can revolutionize the way they use data and thus strengthen their competitiveness.
We will support you as you prepare to start using Microsoft Fabric. Take advantage of our data value assessment to recognize the added value of your data. As part of the Telefónica Tech group, we also offer comprehensive support with your digital transformation, whether via automation, data analysis or cybersecurity. Get in touch with us today to find out more and start your journey to maximizing your business intelligence.
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