Modern enterprises operate on data, yet their ability to generate intelligence is constrained by siloed systems, duplicated pipelines, and costly integration processes. This book presents a practical architectural framework for integrating ERP systems such as SAP, Oracle, and Microsoft Dynamics using semantic models, hybrid storage, and selective AI-assisted techniques where automation adds genuine value. Rather than applying AI indiscriminately, the architecture leverages machine learning and large language models specifically for resolving semantic ambiguity, schema alignment, and knowledge discovery, while relying on deterministic, efficient mechanisms for core data movement and execution. Traditional ETL-heavy pipelines are replaced with knowledge graph–driven integration, adaptive ingestion, and low-carbon execution strategies, resulting in an enterprise information system that delivers connected, discoverable data with high efficiency. Through architectural designs, performance metrics, and real-world examples, the book translates research-driven concepts into actionable design principles for architects, engineers, and technology leaders seeking scalable, sustainable, and future-ready integration systems.
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Sagar Gupta, Chitta Ranjan Sahoo, Chitta Ranjan Sahoo
Sagar Gupta is an AI engineer, security practitioner, and cloud architect with more than 14 years of experience designing and building secure, intelligent systems that scale effectively across enterprise environments. His work focuses on integrating AI capabilities with enterprise software and cloud infrastructure. He has extensive experience in data pipeline development, model creation, deployment, and system monitoring for mission-critical operational systems, often applying semantic and knowledge-driven approaches to improve reliability and insight. Sagar designs AI solutions that preserve privacy and remain resilient to security threats, drawing on his deep background in enterprise workflows and security-centric cloud architecture. Beyond hands-on engineering, he contributes to the broader community through writing, mentoring, and teaching, helping others understand complex engineering concepts through practical and sustainable real-world applications.
With 20+ years in enterprise systems, Chitta Ranjan Sahoo specialises in simplifying complex architectures and modernising core business platforms. After a long tenure at SAP Labs, he now works at ServiceNow as an SAP and ERP integration expert, shaping modern, sustainable integration patterns. An alumnus of NIT Rourkela, he is passionate about responsible system design, data clarity, and building architectures that improve business agility while reducing environmental impact.
