The best replacement for parallel computing is distributed computing.

The best alternatives to parallel computing are rated as following:
★★★★★  distributed computing
★★★★★  cloud computing
★★★  grid computing
★★★  serial computing
★★  parallel processing
★  cluster computing
★  sequential computing

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parallel computing
distributed computing
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