Assuming a 5% drop rate increase, we'd need about 100 chests of a given rarity in each Snatch group (Snatch, no Snatch). To observe a smaller effect, we'd need more.
Sample size calculator
Ideally, you'd then want to repeat that a few times. That's why I recommended pooling data from multiple users.