Articles

Technical Article

Understanding and Controlling Parallel Query Processing in SQL Server

Data warehousing and general reporting applications tend to be CPU intensive because they need to read and process a large number of rows. To facilitate quick data processing for queries that touch a large amount of data, Microsoft SQL Server exploits the power of multiple logical processors to provide parallel query processing operations such as parallel scans. Through extensive testing, we have learned that, for most large queries that are executed in a parallel fashion, SQL Server can deliver linear or nearly linear response time speedup as the number of logical processors increases. However, some queries in high parallelism scenarios perform suboptimally. There are also some parallelism issues that can occur in a multi-user parallel query workload. This white paper describes parallel performance problems you might encounter when you run such queries and workloads, and it explains why these issues occur. In addition, it presents how data warehouse developers can detect these issues, and how they can work around them or mitigate them.

2010-12-10

4,645 reads

Blogs

FinOps for Kubernetes: Leveraging OpenCost, KubeGreen, and Kubecost for Cost Efficiency

By

In the era of cloud-native applications, Kubernetes has become the default standard platform for...

2025 Wrapped for Steve

By

I’ve often done some analysis of my year in different ways. Last year I...

The Book of Redgate: Spread across the world

By

This was Redgate in 2010, spread across the globe. First the EU/US Here’s Asia...

Read the latest Blogs

Forums

Finding Motivation

By Steve Jones - SSC Editor

Comments posted to this topic are about the item Finding Motivation

The Last Binary Value of the Year

By Steve Jones - SSC Editor

Comments posted to this topic are about the item The Last Binary Value of...

SQL Art, Part 2: New Year Fireworks in SSMS

By tedo

Comments posted to this topic are about the item SQL Art, Part 2: New...

Visit the forum

Question of the Day

The Last Binary Value of the Year

What does this code return?

SELECT cast(0x2025 AS NVARCHAR(20))
Image 1: Image 2: Image 3: Image 4:

See possible answers