Fragmented Data – A Major Challenge in Modern Enterprise Management
In the digital era, data has become a strategic asset. However, many enterprises still struggle with fragmented information scattered across ERP, CRM, SAP, Excel, or production systems. Manual consolidation is time-consuming, reports are delayed, KPIs lack consistency, and executives are often forced to make decisions based on intuition rather than evidence. This barrier increases operational costs and causes missed business opportunities.
CMC Consulting’s DWH/BI & AI Solution is designed to overcome this challenge, providing a unified, automated, and intuitive data platform that unleashes the full power of enterprise data.
Built on Data Warehouse (DWH) or Data Lake architecture, the solution leverages the power of Hadoop and Spark to process Big Data at scale, quickly and cost-effectively.
More than just a data repository, the system is designed with multi-layered functions:
Distributed and Secure Storage: Hadoop HDFS manages massive datasets with flexible scalability.
Smart Data Processing: Spark and Airflow enable automated data cleansing, transformation, and orchestration.
Secure Access: SQL with role-based access control to protect sensitive data.
Open Connectivity: API Gateway ready for seamless integration with external applications.
Visual Analytics: Power BI and BI tools provide real-time dashboards for all management levels.
With its open architecture, the system not only addresses today’s needs but also scales to support future growth.
Integration, Transparency, Strategy – The Three Pillars of Smart Data
1. Multi-Source Data Integration — Breaking Down “Information Silos”
A key strength of the solution lies in its ability to consolidate data from diverse sources:
Relational databases (Oracle, SQL Server, MySQL, PostgreSQL)
NoSQL & unstructured data (MongoDB, Cassandra, Elasticsearch)
Cloud data warehouses (Snowflake, BigQuery, Redshift)
SAP and industry-specific applications
By integrating all sources into one platform, the solution eliminates “information silos” and delivers a reliable, holistic view of business performance.
2. Three-Layer Data Warehouse — Guaranteeing Transparency
To ensure accuracy and availability, the DW follows a three-tier architecture:
Staging: Initial data loading & error checks.
Transformation: Cleansing, normalization, and business logic application.
Mart: Dim/Fact data modeling optimized for reporting & analytics.
This layered approach ensures all data is validated, consistent, and trustworthy before reaching management reports.
3. Executive Reporting — From Numbers to Strategic Insights
Beyond storage and processing, the DWH/BI & AI system offers pre-built executive dashboards tailored to multiple functions:
Finance: Balance sheet, P&L, cash flow, capital structure.
Receivables: Aging analysis, customer debt trends.
Manufacturing: OEE, production cost, unit economics.
Balanced Scorecard (KPI): Holistic measurement across finance, customer, process, and growth perspectives.
HR: Payroll, workforce changes, recruitment cost.
Sales & Projects: Revenue, progress tracking, debt, and profitability.
These reports don’t just show numbers—they tell the story behind the data, empowering executives to make strategic decisions.
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From Needs to Solutions – How CMC Consulting Empowers Businesses
1. Tangible Benefits — Data as the “Right-Hand” of Executives
With DWH/BI & AI, data becomes a strategic enabler, not a burden. Enterprises can:
Make faster, more accurate decisions with real-time dashboards.
Cut costs through open architecture & scalable technologies.
Automate ETL/ELT workflows to reduce errors & manual work.
Ensure data governance & security with strict access control.
Scale seamlessly as new data sources are added.
This transforms data into a trusted business partner, guiding leaders not only in answering “what happened”, but also “why it happened” and “what to do next.”
2. Target Audience — Designed for Growth-Driven Enterprises
This solution is ideal for organizations that:
Manage multiple, fragmented data sources.
Require timely, accurate management reporting.
Seek to standardize KPIs & reduce data handling costs.
It’s a “tailor-made” solution for enterprises entering growth and transformation stages, where data evolves from a management resource into a strategic weapon for competitiveness, operational efficiency, and long-term vision.
3. Implementation Process — Agile and Collaborative
CMC Consulting ensures smooth deployment through a clear step-by-step approach:
Data source assessment & KPI definition.
Data Lake / Data Warehouse architecture design.
ETL/ELT pipelines built with Spark & Airflow.
Data warehouse organized into Staging – Transformation – Mart.
Role-based security, API Gateway, and BI dashboards setup.
Testing, training, and knowledge transfer.
Each stage is closely guided by CMC Consulting experts, ensuring stability and long-term value creation
The DWH/BI & AI Solution by CMC Consulting doesn’t just unify scattered data — it turns information into a foundation for modern management. When reports are transparent, decisions become accurate, and data transforms into a competitive advantage, enterprises take a big leap forward in digital transformation.
Don’t let your data sit idle — transform it into a strategic growth engine. Contact CMC Consulting today for a live demo and explore how DWH/BI & AI can revolutionize your decision-making!
CMC Consulting
21/09/2025
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