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Data masking and tokenization both protect sensitive data by replacing it with something safer to handle. They solve different problems, though, and choosing the wrong one adds cost or leaves a gap. This post defines each clearly, sets them side by side on the...

In July 2024, a single software update affected roughly 8.5 million Windows devices. CrowdStrike’s preliminary post-incident report found that a flaw in the company's Content Validator let a faulty update pass integrity checks it should have failed. That is a pattern...

For years, CA Test Data Manager was one of the default answers in the test data management category. That context changed when Broadcom acquired CA Technologies in 2018, a deal Broadcom valued at roughly $18.9 billion in equity and one that CA's own legal counsel...

Every release carries risk. A team can test in staging, review the code, and run the deployment pipeline successfully, yet still introduce a regression, broken integration, or unexpected performance issue in production. When that happens, the team needs a reliable way...

The Scaled Agile Framework (SAFe) is a comprehensive set of principles and practices designed to help organizations adopt agile methods on an enterprise level. It provides a set of guidelines and best practices that enable large-scale product development with agility....

Test data creates a significant but often overlooked source of risk. Every time a team creates an environment, copies a production database, or shares a dataset with a vendor, sensitive information spreads further. Without clear governance, data protection becomes...

Managing enterprise software production at scale is no easy task. This is especially true in today's complex and distributed environment where teams are spread out across multiple geographical areas. To maintain control over so many moving parts, IT leaders need to...

Most software teams know how to deploy an application. The harder question is whether they can deploy it confidently. A release may pass its functional tests but still create problems in production. An unavailable test environment, unresolved security risk, missing...

For the first time in five years, the average cost of a data breach fell. IBM’s 2025 Cost of a Data Breach Report found that the global average dropped 9% to $4.44 million. The report also ranked encryption among the leading controls for reducing breach costs....

In today’s post, we’ll discuss data literacy and its relevance in the context of GDPR. We start by defining data literacy and giving a brief overview of GDPR. Then we proceed to explain some of the challenges organizations might face when trying to find risk spots in...

Enterprises depend on realistic data for development, testing, training, and analytics. The challenge is that production data often contains names, account numbers, financial information, and other sensitive details that should not move freely into non-production...

Release managers have to track a lot at once: changes, teams, systems, environment readiness, dependencies, and whether a release is ready for go-live. In large enterprises, that information can be spread across dozens of projects, tools, tickets, and dashboards....

Data is the word of the 21st century. The demand for data analysis skills has skyrocketed in the past decade. There exists an abundance of data, mostly unstructured, paired with a lack of skilled professionals and effective tools to manage and analyze it.  The path to...

GDPR requires organizations to protect personal data wherever they use it, including in development and testing environments. But teams still need realistic data to build, test, and train effectively. That’s where data masking comes in. It protects sensitive...

Every test cycle starts with a simple assumption: the environment works. When it doesn't, testers lose the morning chasing failed logins, unreachable databases and half-deployed services before anyone realizes the problem isn't the code under test. Environment health...

“You can’t improve what you don’t measure.” I’m sure you’re familiar with at least some variation of this phrase. The saying, often attributed to Peter Drucker, speaks to the importance of metrics as fundamental tools to enrich and improve business processes of all...

Information technology and the digital world don’t exist without data. The data of an organization can contain a lot of unclassified, as well as classified, information.  Irrespective of that, only authorized personnel should have access to data. However, malicious...

PostgreSQL stores sensitive data such as customer profiles, financial transactions, and authentication records. This data is often copied into lower environments for development, testing, and analytics. The issue is that these environments aren’t designed to safely...