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TensorFlow is a machine learning framework used by developers to build and operate modern applications. It provides practical capabilities for integrating TensorFlow into application architectures, automation workflows, APIs, data processing, or production infrastructure, depending on the use case. Teams commonly adopt this technology when they need a consistent way to solve recurring engineering requirements while keeping systems maintainable as they grow. It can be combined with frontend frameworks, backend services, databases, cloud platforms, and development tools to create complete solutions. Developers should evaluate its ecosystem, documentation, performance characteristics, security requirements, hosting model, and long-term maintenance needs before selecting it for a project. When used with an appropriate architecture and deployment process, TensorFlow can support efficient development and dependable production workflows.