ditch next to railway track; ditch beside the tracks
Refers specifically to the drainage ditch or gutter running alongside a railway line.
線路脇の溝にボールが落ちてしまった。
The ball fell into the ditch beside the railway track.
Compound of 線路 (railway track) + 脇 (side, beside).