Nineteen residents were taken to hospitals, including two in critical condition.
Shelby is about 90 miles (144.83 kilometers) from Cleveland.
"The severe weather threat should be quickly winding down by late morning", the National Weather Service said.
April continues to be April in Alabama - meaning there's another chance for severe weather in the forecast for this week. Trees and wires were downed along a 75-mile stretch through the Southern Tier and the Catskills, according to weather service reports.
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Heavy rains and storms raked the Magnolia State into the night, then moved into Alabama.
Tornado damage seen over the weekend.
In Texas, two children died after a tree fell on their family vehicle.
In Pollok, Texas - about 150 miles (240km) southeast from Dallas - two children were killed when their family auto was hit by a falling pine tree. "We are just a mess", Monroe County Sheriff Cecil Cantrell told the outlet.
Three children were among the dead.
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The large storm system also caused flash floods in Louisiana, where two deaths were reported.
In Texas, authorities said a woman died on Saturday night when a tornado destroyed her mobile home, CNN reported. Crews were sent to survey the damage. Four other people were injured after the trailer was struck. Some people had to be extricated from damaged dwellings. A mobile home community was damaged, but no injuries are being reported.
The showers and thunderstorms are forecast for Sunday evening and night, with damaging winds 60 miles per hour or greater, according to the NWS.
A vehicle lies upside down in a ditch following a suspected tornado, Saturday, April 13, 2019 in Franklin, Texas.
The next round of severe weather, including tornadoes, damaging winds and hail, is expected to start later this week when a potent storm moves from the Rockies into the Central Plains.
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