From vacation-rental and ride-hailing startups to aerial drones and bitcoin companies, clashes between tech innovators and regulators have exploded in recent years.

As entrepreneurs iterate, legislators have sought to regulate with the goal of protecting consumers--and some argue protecting incumbent interests. This has cost many startups significant time and money even as venture investors continue to back them in a bet that the companies ultimately will prevail.

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