Google Inc. built one of the world’s most powerful networks of data centers, able to handle more than three billion search queries a day. But it fell behind Amazon.com Inc. in the fast-growing business of renting out computing horsepower to others.

Now, Google is making a renewed effort to catch Amazon. At a conference on Tuesday, Google will highlight new offerings that make it easier for customers to set up so-called cloud services more quickly.

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