Data Engineering
Build a Stronger Data Foundation for Smarter Decisions
Streamline, scale and structure your data ecosystem with end-to-end data engineering solutions
Data Engineering Consulting and Implementation
It’s not about how much data an enterprise has—it’s about how ready the data is to deliver real business value. With disconnected systems, legacy pipelines and growing data complexity, turning raw information into business-ready intelligence is a challenge. At Icon, we turn complexity into clarity with robust data engineering solutions that simplify, streamline and strengthen your data ecosystem. Whether it’s building custom ETL/ELT pipelines, managing structured and unstructured data or enabling seamless movement across cloud and on-premise platforms, we ensure your data is always in the right shape, at the right place, at the right time. With performance and scalability at the core, we help you to unlock real-time insights and build the foundation for confident, data-driven decisions.
Icon brings deep expertise in modern data technologies, specializing in end-to-end solutions using Microsoft Fabric and Qlik Talend. Our team leverages Microsoft Fabric’s unified data platform, including Lakehouse, Dataflows Gen2, Power BI and AI / ML to deliver scalable analytics, real-time reporting and seamless data integration. Complementing this, our capabilities in Qlik Talend enable robust ETL/ELT pipelines, hybrid cloud connectivity and enterprise-grade data quality management. With a strong focus on performance, governance and business impact, Icon helps organizations unlock the full potential of their data ecosystem.
Service Offerings
Data Engineering & Integration
- Design and orchestrate robust ETL/ELT pipelines across cloud, on-prem and hybrid environments using Microsoft Fabric and Qlik Talend.
- Enable structured and unstructured data ingestion using Data Lake, Lakehouse, OneLake and batch or streamlining pipelines.
- Integrate with enterprise platforms like Salesforce, SAP, Oracle and flat files via native connectors and APIs.
Cloud Data Platform Modernization
- Deploy scalable data environments using Microsoft Fabric’s Lakehouse, Dataflows Gen2, Pipelines and OneLake.
- Seamlessly migrate from legacy ETL tools to modern, cloud-native stacks using Qlik Talend.
- Modernize your Data Lake and warehouse architecture for better performance, flexibility and cost efficiency.
Data Quality & Data Governance
- Ensure clean, accurate and enriched data with automated validation, deduplication and transformation rules.
- Establish end-to-end metadata management
- Implementing data lineage and audit readiness across your data landscape.
How we help our clients
Featured Industries
Our data engineering solutions for manufacturing enable seamless unification of production, quality and supply chain data across systems and geographies. Using modern architectures like Fabric Lakehouses and real-time telemetry pipelines, we help manufacturers gain consistent, actionable insights in the following areas
- Production and quality data unification
- Real-time OEE and downtime monitoring
- Standardized inventory and procurement reporting
- Plant-level KPI consolidation across locations
Our data engineering solutions for BFSI organizations enable secure, scalable and governed data infrastructure to support critical financial operations and reporting.
We assist in the following areas
- Transaction data consolidation
- Customer & risk data integration
- Automated compliance reporting
- Auditable data pipelines
- Fraud detection enablement
- Customer Churn Analytics
We support energy providers in building intelligent, connected operations by enabling real-time data access and efficient infrastructure management in the following areas
- Streaming data from meters, grids and field devices for monitoring and billing
- Energy demand prediction and load balancing optimization
- Outage pattern analysis
- Field service performance analysis and improvement
Our data engineering solutions help pharmaceutical organizations to unify and operationalize critical data for improved visibility, compliance and decision-making across the value chain.
We assist in the following areas
- Integration of clinical, sales and compliance data for global reporting
- Batch traceability and product serialization pipelines
- Real-time data pipelines for field force and distribution analytics
- Sales returns tracking and analysis
- EHR, claims and lab system connectivity for patient-centric insights
- Population health analytics and care gap detection
- HIPAA-compliant data governance and audit readiness
We help hospitality businesses build unified, intelligent data platforms to improve guest satisfaction and operational efficiency in the following areas
- Unified customer view by merging booking, loyalty and guest data
- Real-time monitoring of performance KPIs such as occupancy and RevPAR
- Personalized offer management using guest preferences and seasonal trends
Our Data Engineering solutions have enabled retail and consumer businesses to build unified, analytics-ready data environments that support faster, insight-driven decisions in the following areas
- Integration of POS, online and inventory systems for seamless omnichannel analytics
- Real-time customer segmentation and campaign personalization based on buying behavior
- Margin analysis and dynamic pricing enablement through AI-ready data pipelines
Our data engineering solutions help logistics and transportation companies enhance visibility, improve operational efficiency and optimize delivery performance through real-time data integration and processing.
We assist in the following areas
- Routing and shipment tracking optimization
- Fleet performance monitoring
- Integration of GPS, WMS and TMS data
- SLA compliance and delivery accuracy analytics
Customer success stories
Manufacturing
Icon helped a leading global lens manufacturer to unify data from legacy systems like AS/400, SAP and Dynamics 365 to improve sales, inventory and financial visibility across 60+ countries. The modern data platform reduced report generation time by 80% and enabled secure, self-service dashboards, driving faster, data-driven decisions and improving global operational efficiency.
Healthcare & Pharma
Icon helped a leading healthcare company streamline clinical trial reporting by automating data collection and unifying fragmented systems. This reduced manual effort by 60%, improved reporting speed by 70% and enabled faster, data-driven decisions, enhancing compliance and accelerating drug development.
Agriculture
Icon helped an AgriTech company unify IoT, satellite and weather data using Microsoft Fabric and OneLake. Power BI dashboards enabled real-time insights for yield forecasting and early pest detection. The solution improved decision-making speed by 50% and enhanced farming precision and efficiency.