Waiting for the Magic — Patricia MacLachlan

When William's father leaves, his mother promptly goes out and adds four dogs and a cat to their lives. William's sure that nothing can fill the hole left by his father, but the new additions to the family are determined to help, and with his sister, Elinor, and his mother, William will learn that "family" can come in all shapes and sizes.