Challenges in cloud data integration include data security concerns, regulatory compliance, and the complexity of integrating disparate systems and data formats. Solutions involve implementing robust encryption, clear data governance policies, and utilizing integration platforms that offer pre-built connectors and tools for mapping and transformation. Additionally, adopting a strategic approach with phased implementation can help manage complexity and ensure a smooth integration process.