Long Train Running by Bananarama first appeared on the Israeli foreign-music chart on 12 May 1991, entering at #24. It peaked at #6 on 16 Jun 1991. In total it spent 8 weeks on the chart, last charting on 30 Jun 1991.
| Wk | Date | Pos |
|---|---|---|
| 1 | 12 May 1991 | 24 |
| 2 | 20 May 1991 | 18 |
| 3 | 26 May 1991 | 15 |
| 4 | 2 Jun 1991 | 10 |
| 5 | 9 Jun 1991 | 7 |
| 6 | 16 Jun 1991 | 6 |
| 7 | 23 Jun 1991 | 11 |
| 8 | 30 Jun 1991 | 21 |