There is this family also in Long Lane in 1861:
1861 Long Lane, The Hill
Entry 120
Daniel Whitehouse Head 45 Nailor b. Staffs., Rowley Regis
Eliza Whitehouse Wife 44 Nailor b. Staffs., Rowley Regis
Joseph Whitehouse Son 17 Nailor b. Staffs., Rowley Regis
William Whitehouse Son 14 Nailor b. Staffs., Rowley Regis
Mary Ann Whitehouse Daur 12 Nailor b. Staffs., Rowley Regis
Thomas Whitehouse Son 9 b. Staffs., Rowley Regis
Eliza Whitehouse Daur 5 b. Staffs., Rowley Regis
Alice Whitehouse Daur 2 b. Staffs., Rowley Regis
1871 Long Lane, The Hill
Daniel Whitehouse Head 55 Nail Forger b. Portway, Staffs.
Eliza Whitehouse Wife 54 b. Gosty Hill, Staffs.
Mary WhitehouseDau Unm 23 Nail Forgerb. Portway, Staffs.
Thomas Whitehouse Son Mar 19 Nail Forger b. Portway, Staffs.
Eliza Whitehouse Daur 15 Scholar b. Portway, Staffs.
Alice Whitehouse Daur 12 Scholar b. Portway, Staffs.
Looks like Ellen was with her family (the Foulkes) for the birth of her first child or shortly thereafter.
1881 Long Lane, The Hill
Thomas Whitehouse Head 29 Rivet Maker b. Staffs., Rowley Regis
Ellen Whitehouse Wife 33 Nail Maker b. Staffs., Rowley Regis
Anne Whitehouse Daur 5 Scholar b. Worcs., Halesowen
Daniel Whitehouse Son 3 b. Worcs., Halesowen
Thomas Whitehouse Son 6 Mo b. Worcs., Halesowen
1881 Long Lane, The Hill
Daniel Whitehouse Head 65 Nail Factor b. Worcs., Oldbury
Eliza Whitehouse Wife 64 b. Worcs., Halesowen
Alice Tromans Daur Mar 22 b. Worcs., Oldbury
Joseph Tromans Son-in-law Mar 24 Jew's Harp Maker b. Staffs., Rowley Regis
Walter Tromans Grandson 4 Mo b. Worcs., Halesowen