Cox Automotive Inc., the owner of brands such as Kelley Blue Book, said Monday that it has agreed to buy Dealertrack Technologies Inc. for about $3.5 billion in a move to broaden its services for the automotive industry.

The offer price of $63.25 a share is a 59% premium to Dealertrack's closing price Friday. Including things such as the assumption of debt, the deal is valued at $4 billion.

Cox, a unit of closely-held conglomerate Cox Enterprises, provides a variety of marketing and software services for the automotive industry. In addition to Kelley Blue Book, its brands include Autotrader and Manheim.

Dealertrack has a portfolio of Web-based software services, including a credit application network and inventory and registration software.

The deal is expected to close in the third quarter of the year.

Dealertrack's shares, down 10% this year, were halted in premarket trading.

Write to Chelsey Dulaney at Chelsey.Dulaney@wsj.com

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