“…Based on the survey conducted, the following are the key findings regarding the impact of digital marketing on customer buying behavior in the Soran independence administration area: Gender: Out of the 250 respondents, 64.4% were male, and 35.6% were female, Age: The majority of the respondents (75.6%) were aged between 18-25, followed by 14.4% between [26][27][28][29][30][31][32][33]8.0% between 34-41, and 2.0% were above 42 years old, Education level: 67.2% of the respondents had a bachelor's degree, 13.2% had a diploma, 11.2% had a high school education, and 4.4% had a master's degree, while 4.0% had a PhD, Residential area: Soran had the highest number of respondents (50.4%), followed by Khalifan (23.2%), Choman (10.8%), Rawanduz (8.0%), and Mergasur (7.6%), Monthly income: The majority of the respondents (46.8%) earned less than 200,000 IQD per month, while 26.0% earned between 200,000-400,000 IQD per month, Online purchases impact on cost reduction: 56.4% of the respondents agreed that online purchases have a positive impact on cost reduction, Benefits from digital marketing: 34% of the respondents found digital marketing useful or strongly useful, while 45.6% found it less or not useful, Usage of digital marketing: 65.6% of the respondents used digital marketing to buy their needs, Experience with digital marketing: 76.8% of the respondents had made online purchases before, Preference for online purchases: 56.8% of the respondents preferred online purchasing, Success of digital marketing: 62.0% of the respondents believed that digital marketing is a successful way to advertise, Increased competition due to digital marketing: 88.8% of the respondents believed that sales competition has increased because of digital marketing, Deception by digital marketing: 32.8% of the respondents had been deceived by digital marketing, Attitude towards using online purchase platforms: 45.2% of the respondents agreed or strongly agreed to use online purchase platforms, while 16.0% disagreed or strongly disagreed, Social media usage for digital marketing: 42.8% of the respondents used Instagram, 29.2% used Facebook, and 21.2% used other platforms, The Findings indicate that digital marketing has a significant impact on customer buying behavior in the Soran Independence Administration area. The majority of the respondents had used digital marketing to buy their needs, and they found it useful.…”