Combining diverse data types increases both insights and privacy risks. Layered auditing and advanced tools such as differential privacy reduce exposure. Students in a Data Scientist Course or Data Scientist Course in Nagpur gain experience implementing these strategies. Trusted audits maintain compliance, safety, and data value. https://medium.com/@excelrposts/ensuring-trust-across-data-types-privacy-auditing-strategies-for-multimodal-datasets-53c813c2f207