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Data infrastructure refers to the hardware, software, and networking components that support the collection, storage, and processing of data. A robust data infrastructure is essential for any organization that relies on data to drive business decisions or to provide services to its customers.

There are several different approaches to building a data infrastructure, ranging from on-premises solutions that are housed within an organization's own facilities, to cloud-based solutions that leverage the infrastructure of a third-party provider.

On-premises data infrastructure can offer greater control and customization, but it also requires a larger upfront investment and ongoing maintenance costs. Cloud-based data infrastructure can be more cost-effective and easier to scale, but it may require sacrificing some control and potentially incurring vendor lock-in.