Laravel's query builder JSON selector `field->key` causes syntax error

So, I want to query the notifications table in Laravel by comparing a certain ID with the data column. This is how data column looks like:

{
    "Message": "some message",
    "id": 3
}

Now, I need to select all the notifications that have an ID that is equal to 3. Here is how I was trying to do it:

DB::table('notifications')->where('data->id', '3')->get();

But this throws the following error:

SQLSTATE[42000]: Syntax error or access violation: 1064 You have an error in your SQL syntax; check the manual that corresponds to your MariaDB server version for the right syntax to use near '>'$."id"' = ?' at line 1 (SQL: select * from notifications where data->'$."id"' = 3)

I am losing my mind here, can anyone help me out?