but I still don't understand what supposedly makes it more reliable long-term as storage.
But the tape itself has a great reputation for being physically robust. There are fewer parts to break than in an HDD, too. If your tape drive dies, you can replace it and keep using the same media. That’d be like having hard drive platters you could swap into another HDD later on.