Query profiling - Very high Synchronization rate?

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While doing some query optimizing work, one of our queries has a very high "synchronization" time in a table scan step (up to 98% of the total query execution time). The query joins 3 tables, one fact table with 100B+ rows and two small dimension tables. The virtual warehouse is a S size.

The Snowflake docs are very limited on explaining what "synchronization" is: " various synchronization activities between participating processes." Analyzing the Query History — Snowflake Documentation

Does anyone know what this synchronization component is and how to improve it?

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