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Cardinality Estimation Changes Post-SQL Server 2014

Brent Ozar reminds us that small changes happen:

About 10 years ago, Microsoft made changes to the Cardinality Estimator (CE) which caused some problems for SQL Server upgrades. When folks upgraded to SQL Server 2014, they also casually switched their databases’ compatibility level to the latest version, because for years that hadn’t really affected query plans. They just figured they wanted the “latest and greatest” compat level, without regard to the effects. That backfired badly when they suddenly got 2014’s Cardinality Estimation changes.

So for several years, whenever someone upgraded from older versions, and they complained about performance, the stock community answer was, “Change your compatibility level back to what it used to be.” In many cases, that just solved the problems outright, leading to blog posts like this and this.

Even today on SQL Server 2019 & 2022, this advice is still relevant! If you mess around with compatibility levels, you can absolutely change cardinality estimations in ways you didn’t expect.

Read on for more information, including examples where cardinality estimation has improved with SQL Server 2022 and where it has gotten worse.

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