The best replacement for data governance is information governance.

The best alternatives to data governance are rated as following:
★★★★★  information governance
★★★★★  master data management
★★★★★  data management
★★★★  data stewardship
★★★  data quality
★★★  information management
★  it governance
  mdm
  stewardship

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Speaking about data governance, one probably shouldn't forget about mdm.

Other search terms related to data governance and their ratings are:
★★★★★ mdm
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data governance
information governance
master data management