The relevance of this issue lied in the need to explore new methods of organizing the agro-industrial complex, both in the global market and in the specific context of Kazakhstan. This exploration contained analysis of the benefits and challenges of the agricultural industry in Kazakhstan by drawing lessons from leading countries. The aim of this research was to identify the most effective approaches to enhance agricultural operations, unveil upcoming trends in the agro-industrial complex, establish the organizational and economic foundations for innovative development, and determine the socio-economic factors driving agricultural production. To achieve the goal, a systematic analysis of innovative processes in the agro-industrial complex was employed as the primary research method. Additionally, various analytical techniques such as synthesis, systematization, generalization, and comparison were utilized, including structural-functional and historical-legal approaches. The research presents innovative development pathways observed in advanced countries, including Kazakhstan, focusing on areas such as horticulture, animal husbandry, agricultural product processing, market development, agricultural cooperation, infrastructure development, scientific and personnel support, land resource management, digitalization of the agro-industrial complex, and government support. The study also addresses the shortcomings in the implementation of innovations within Kazakhstan’s agro-industrial complex. Specifically, it provides detailed insights into methods for enhancing the efficiency of the agro-industrial sector, with particular emphasis on the digitalization of agricultural processes, precision farming systems, and smart farms. The research can be useful for professionals in various fields of the agro-industrial sector, policymakers involved in agricultural affairs, as well as businesspeople and investors interested in agricultural ventures