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For a high-tech product (such as AWS S3 or Storage gateway), a PM normally needs to have domain expertise. But some such companies may choose to define the PM role as a more "enabler and coordinator" role and instead designate a strong tech engineering manager to provide technical inputs to the roadmap.
For a B2C product, such as Zomato ordering app for instance, a PM may not have much food industry experience. Understanding consumer pain points and then using data to drive the org goals is more important. Someone from design or even support background might be a good fit for this kind of product management.
Coming to the last question - yes many of the PM skills are portable. Understanding customers, building strategies, crunching numbers, making tradeoffs and coordinating and leading teams are pretty much relevant in all kind of companies and industries.