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raportowanie danych finansowych w Microsoft Fabric.

The financial sector is one of the most regulated and risk-prone industries. Banking, insurance, and investment institutions face daily challenges resulting from globalization, dynamic regulatory changes, and growing cyber threats. In this context, it is crucial to implement tools that not only enable the analysis of vast volumes of data, but also automate supervision and reporting processes. Microsoft Fabric—a comprehensive platform that integrates analytics, data management, and artificial intelligence—offers financial institutions solutions to enhance risk management and regulatory compliance.

Data centralization and improvement of information quality

One of the biggest problems facing financial institutions is data fragmentation. Customer data, transaction data, contract data, and regulatory reports are stored in multiple, often incompatible systems. This creates the risk of errors and delays in reporting and increases audit costs.

Microsoft Fabric enables:

  • consolidation of data in a single lakehouse environment, enabling quick access to reliable information,
  • use of built-in tools for data cleansing and standardization,
  • easier compliance with the requirements of regulators (e.g., KNF, EBA, ESMA), who increasingly expect reports based on reliable and standardized data sources.

According to PwC research, over 70% of financial institutions consider data inconsistency to be a key barrier to compliance processes. Fabric eliminates this problem by creating an integrated knowledge repository.

The use of AI and predictive analytics in risk assessment

Credit, market, and operational risks require precise predictive models. Traditional scoring systems based on static indicators are insufficient in a world of dynamic economic change.

With native integrations with Azure Machine Learning, Microsoft Fabric enables financial institutions to:

  • build customer behavior prediction models,
  • identify anomalies in transactions in real time (e.g., money laundering attempts),
  • simulate stress test scenarios for investment portfolios,
  • respond more quickly to changes in interest rates or currency fluctuations.

Reporting automation and regulatory compliance

Regulations such as MiFID II, Basel III, and GDPR require financial institutions to submit detailed reports in specific formats and by specific deadlines. Preparing reports manually is time-consuming, costly, and prone to errors.

Microsoft Fabric supports institutions by:

  • creating automated data flows (Data Pipelines) tailored to regulatory requirements,
  • the ability to audit every change in data, which facilitates internal and external controls,
  • integration with Power BI, which allows you to build interactive regulatory dashboards and share them both internally and with external auditors.

According to a Deloitte report, as much as 60% of compliance costs in banks are related to manual reporting processes. Automation in Fabric reduces these expenses by up to several percent per year.

Cybersecurity and data access control

Protecting customer data and financial information is fundamental to trust in financial institutions. Any breach can result not only in financial penalties, but also in irreparable damage to reputation.

Microsoft Fabric, using Microsoft Purview and Defender for Cloud security, provides:

  • full control over data access thanks to RLS (Row-Level Security) policies,
  • data encryption at rest and in transit,
  • mechanisms for classifying and marking sensitive information (e.g., personal identification numbers, credit card numbers),
  • integration with SIEM (Security Information and Event Management) systems for early detection of threats.

In practice, this means the ability to instantly identify unauthorized access attempts and better protection against phishing and ransomware attacks.

Business advantages for financial institutions

The use of Microsoft Fabric in the area of risk and regulatory compliance brings measurable results:

  • reduction of operating costs through automation and elimination of data duplication,
  • increased process transparency – easier internal and external audits,
  • faster response to risks thanks to predictive analytics and AI integration,
  • building competitive advantage through more effective risk management and credibility in the eyes of regulators.

Financial institutions that have already implemented advanced data analytics demonstrate an average 15–20% higher profitability than their competitors, who rely on traditional reporting systems (source: McKinsey).

Summary

Microsoft Fabric is not only a technological tool, but also a strategic solution for the financial sector that supports institutions in meeting regulatory requirements, minimizing risks, and building customer trust. Data centralization, predictive analytics, reporting automation, and strong security make Fabric the foundation of modern risk management and compliance architecture.

In an era where data is currency and transparency is becoming the norm, the Microsoft Fabric platform allows financial institutions not only to comply with regulatory requirements, but also to effectively stay ahead of the competition.

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