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The upsert gem is great for individual upserts, but for performant bulk upserts, use the activerecord-import gem. Add a unique index on the columns to upsert on (if it’s not your primary key) class AddUpsertIndexOnForecasts < ActiveRecord::Migration[5.2] def change add_index :forecasts, [:date], unique: true end end Prep your records records = [ {date: "2018-01-01", value: 10}, {date: "2018-02-01", value: 15}, {date: "2018-03-01", value: 23} ] For PostgreSQL 9.5+ and SQLite 3.24+...