How many blocks do I actually need?

For a single toddler, a 30-60 piece set is usually plenty to start. Larger 100-piece sets become valuable around age 3-4 when kids build bigger floor structures or play with siblings. Reviewers in r/kindergarten note that classroom or multi-kid environments benefit from doubling up sets, since most kits don't include enough of the longer plank shapes.