Here is some interesting background on price fixing. Obviously, it happens but getting caught would not be fun.
....conspiring to increase prices or decrease prices at auction, beyond the genuine intent to purchase, is considered price fixing.
Per the United States Department of Justice, price fixing is an agreement among competitors to raise, fix, or otherwise maintain the price at which their goods or services are sold.
Further, the United States Department of Justice says:
Enacted in 1890, the Sherman Act is among our country's most important and enduring pieces of economic legislation. The Sherman Act prohibits any agreement among competitors to fix prices, rig bids, or engage in other anticompetitive activity. Criminal prosecution of Sherman Act violations is the responsibility of the Antitrust Division of the United States Department of Justice.Violation of the Sherman Act is a felony punishable by a fine of up to $10 million for corporations, and a fine of up to $350,000 or 3 years imprisonment (or both) for individuals, if the offense was committed before June 22, 2004. If the offense was committed on or after June 22, 2004, the maximum Sherman Act fine is $100 million for corporations and $1 million for individuals, and the maximum Sherman Act jail sentence is 10 years. Under some circumstances, the maximum potential fine may be increased above the Sherman Act maximums to twice the gain or loss involved. In addition, collusion among competitors may constitute violations of the mail or wire fraud statute, the false statements statute, or other federal felony statutes, all of which the Antitrust Division prosecutes.In addition to receiving a criminal sentence, a corporation or individual convicted of a Sherman Act violation may be ordered to make restitution to the victims for all overcharges. Victims of bid-rigging and price-fixing conspiracies also may seek civil recovery of up to three times the amount of damages suffered.