The DMV stores data for queries that are currently in cache. As soon as a plan ages out of cache all the information in that DMV is lost. So it really depends on how volatile the plan cache on your machine is for how much information is available to you through that DMV. For a complete measure of query performance, I'd go with extended events.
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Author of:
SQL Server Execution Plans
SQL Server Query Performance Tuning