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Day: July 14, 2025

LakeBench Now Available

Published 2025-07-14 by Kevin Feasel

Miles Cole makes an announcement:

I’m excited to formally announce LakeBench, now in version v0.3, the first Python-based multi-modal benchmarking library that supports multiple data processing engines on multiple benchmarks. You can find it on GitHub and PyPi.

Traditional benchmarks like TPC-DS and TPC-H focus heavily on analytical queries, but they miss the reality of modern data engineering: building complex ELT pipelines. LakeBench bridges this gap by introducing novel benchmarks that measure not just query performance, but also data loading, transformation, incremental processing, and maintenance operations. The first of such benchmarks is called ELTBench and is initially available in light mode.

Click through to see how it works and grab a copy if you’re interested.

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Extending Ola’s Backup Scripts for Scale

Published 2025-07-14 by Kevin Feasel

Aaron Bertrand looks at some extensions to a venerable solution:

Where I work, we have hundreds of mission-critical databases. We use Ola Hallengren’s SQL Server backup solution, but, out of necessity, have wrapped it with several enhancements to help us accomplish goals around retention, SQL Server backup frequency, and recovery point objectives. I touched on some of this last year when I talked about automating some of our restore testing, in It’s a recovery strategy, not a backup strategy. Today, we do a lot more than that, and we have to be more flexible about it.

Click through to see what Aaron’s environment looks like and some of the things they’ve done to make recovery work better.

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Looking at PostgreSQL Internals with pg_visibility

Published 2025-07-14 by Kevin Feasel

Ian Parker introduces us to an extension:

When most people think about PostgreSQL internals, they picture tables, indexes, and perhaps the VACUUM process. Tucked away in the contrib extensions, however, is a tool that exposes what really sits on disk: the pg_visibility extension. By querying it, you see how PostgreSQL tracks visibility and freezing at the page level—information that directly affects vacuum efficiency and index-only scans.

Read on to see how this extension works.

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The Limits of Transparent Data Encryption

Published 2025-07-14 by Kevin Feasel

Steve Stedman breaks down some myths around Transparent Data Encryption in SQL Server:

Transparent Data Encryption (TDE) in SQL Server is a powerful feature designed to protect data at rest by encrypting database files. While TDE is an excellent tool for securing data stored on disk, it’s often misunderstood, leading to assumptions about its capabilities. In this blog post, we’ll clarify what TDE does not do to help you better understand its scope and limitations, ensuring you implement the right security measures for your SQL Server environment.

Click through for the list.

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Not Patching: the False Sense of Security

Published 2025-07-14 by Kevin Feasel

Mike Walsh explains why it’s important to keep up to date on patches:

At first, I was a bit shocked, but then I realized it actually makes sense and it matches a regret I hear far too often from folks who call us too late: “If we don’t change too much, we’re safe.”

Sadly, nothing can be further from the truth. When a software vendor releases a fix for a vulnerability, it certainly could be caused by a recent patch or update – but more often than not that fix is for a longstanding issue that has been until recently unknown to the world.

Read on for Mike’s argument. This also applies to people running versions of SQL Server no longer receiving patches (hint: 2016 SP3 and earlier). Just because there isn’t a patch doesn’t mean there isn’t a vulnerability.

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