The best replacement for data mining is data warehousing.

The best alternatives to data mining are rated as following:
★★★★★  data warehousing
★★★★  statistics
★★★  data analysis
★★★  olap
★★★  machine learning
★★★  privacy
★★  business intelligence
★★  big data
★★  data warehouse
★★  data science
★★  text mining
★★  web mining
★  predictive analytics
★  information retrieval
★  data mart
  query tools
  artificial intelligence
  database
  statistical analysis
  data analytics
  kdd
  knowledge discovery in databases
  knowledge discovery
  consumer privacy

Your alternative for data mining is not listed? Suggest!
Speaking about data mining, one probably shouldn't forget about sql server 2005.

Other search terms related to data mining and their ratings are:
★★★★★ sql server 2005
★ neural networks
You have in mind a companion for data mining and it is not yet here? Propose!



Google Trends

Scale is based on the average worldwide traffic of data mining in all years. Click on graph for more.
data mining
data warehousing
statistics