ALTER PARTITION FUNCTION Causes Blocking?

Recently I’ve experienced a situation where one of the partition maintenance jobs created a blocking. At this point the database had high t-log usage and backup log was also executing. It was clear some kind of large transaction has occurred during a partition maintenance operation. All inserts into the table which was being partitioning, got blocked too. 

MSDN states:

Always keep empty partitions at both ends of the partition range to guarantee that the partition split (before loading new data) and partition merge (after unloading old data) do not incur any data movement. Avoid splitting or merging populated partitions. This can be extremely inefficient, as this may cause as much as four times more log generation, and may also cause severe locking.

ALTER PARTITION FUNCTION (Transact-SQL)

So it is important to select a proper partition key so that when achieving using sliding window concept, it works without impacting users.

Cheers.