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As stated there (ibid.:11), the obligation to return the article or the money applies only when both parties are Jewish. Although it is forbidden to deceive a gentile regarding the value of merchandise, it is not forbidden to take advantage of an error the gentile makes on his own.
Sichos In English • Shulchan Aruch of Rabbi Shneur Zalman of Liadi, Volume 12: Choshen Mishpat
As stated in subsection 11, the prohibition refers only to a fellow Jew. There are, however, prohibitions against deceiving a gentile. See
Sichos In English • Shulchan Aruch of Rabbi Shneur Zalman of Liadi, Volume 12: Choshen Mishpat

forbidden to deceive a gentile even with regard to a matter that will not cause him a loss, e.g., to sell him meat from an animal that
Sichos In English • Shulchan Aruch of Rabbi Shneur Zalman of Liadi, Volume 12: Choshen Mishpat
It is forbidden to mix a small amount of [inferior] produce into a large amount of superior produce so that [the inferior produce] will not be recognized95 and [then] sell the entire quantity under the presumption that it is [all] of higher quality.96
Sichos In English • Shulchan Aruch of Rabbi Shneur Zalman of Liadi, Volume 12: Choshen Mishpat
who speaks most disparagingly of one who seeks to profit by deceiving gentiles. He concludes stating that Divine Providence will not bless such a person’s endeavors. Even if he may profit in the short term, his money will not be graced with blessing and ultimately, will be lost.
Sichos In English • Shulchan Aruch of Rabbi Shneur Zalman of Liadi, Volume 12: Choshen Mishpat
It is forbidden to take unfair advantage1 of another person,2 neither when purchasing from him — to purchase at a lower price than [the article’s]3 worth, even a p’rutah’s4 worth5 — nor when selling to him — to sell it at even a p’rutah more than its worth. If one takes unfair advantage, he violates a negative commandment,6 as it is written:7 “When
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He should not, however, include the fee for his efforts as part of the merchandise’s purchase price (for in people’s minds, this is included in the profit margin, which [the seller] receives according to their negotiations. It should not be included as part of the price of the merchandise since he did not spend money on this; [he only expended effo
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