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The date palm is a resilient, socioeconomically valuable desert fruit tree renowned for its heat, drought, and salinity tolerance. Date palm fruits are rich in nutrients and antioxidants, and their beneficial health properties can mitigate current and future food security challenges. However, it is challenging to improve date palm production through conventional breeding methods due to its slow growth. Date palm seeds do not produce true‐to‐type progeny, and commercial propagation relies on direct organogenesis from maternal tissue. Consequently, numerous economically important and valuable cultivars are lost due to tissue recalcitrance and challenges in inducing cell dedifferentiation and regeneration. Moreover, genetic engineering of date palms is currently impossible due to the lack of a stable genetic transformation protocol. This hampers the development of genetic resources in date palms. This study established a tissue culture pipeline and a genetic transformation protocol for various commercially important date palm cultivars. We used the non‐invasive visual reporter RUBY and four morphogenic regulators to validate and improve date palm transformation potential. We found that the date palm BABY‐BOOM (PdBBM) and the WOUND INDUCED DEDIFFERENTIATION (PdWIND1) enhanced transformation efficacy. We show that PdBBM can induce embryogenesis in hormone‐free media and regenerate roots and shoots in recalcitrant varieties. On the other hand, PdWIND1 maintained embryogenic cells in their undifferentiated state. Our study provides a foundation for genetically improving date palms and a potential solution for preserving economically valuable varieties. [ABSTRACT FROM AUTHOR]