A known challenge of integrating legacy systems with new technology is the lack of compatibility and standardization. Legacy systems, often outdated, were developed on older architectures and programming languages, making it difficult to align them with modern solutions. This can lead to issues such as data silos, increased maintenance costs, and security vulnerabilities. Migrating data and functionalities can also be resource-intensive, requiring significant investment in time and expertise. As a result, organizations may face operational disruptions when attempting to modernize their IT frameworks, complicating the integration process.