What Is a Canary Deployment? A Complete 2025 Guide for Business Owners and DevOps Teams

Product Development Test Automation.

9 minutes readIn my work helping teams adopt canaries, I’ve seen several recurring mistakes. Here’s a “pro tip” list to avoid them: Pro Tip: Don’t skip staging testing. Canary isn’t your only safety net—use staging to catch basic issues first. Pro Tip: Use *user affinity* (sticky sessions) so the same users don’t bounce between canary & baseline… Read more »

Using CSV Data in JMeter Tests

Apache JMeter Test Automation.

Using CSV Data in JMeter Tests

3 minutes readIf you’re aiming to simulate real-world user behavior in your performance tests, Apache JMeter’s ability to utilize CSV data files is a game-changer. Whether you’re a business owner seeking to understand your website’s capacity or a developer fine-tuning application performance, leveraging CSV files in JMeter can enhance the realism and effectiveness of your tests. What… Read more »

Effortless Load Testing: How to Use AI to Benchmark Performance Across Your Tech Stack – Code-Free

AI Results Load Testing Test Automation.

Effortless Load Testing: How to Use AI to Benchmark Performance Across Your Tech Stack – Code-Free

5 minutes readIntroduction: The Challenge of Performance Testing Across Tech Stacks Performance bottlenecks can break user experience – and fixing them often requires deep dives into tech stacks, complex tools, and long hours of scripting. That’s fine if you’re a seasoned engineer, but what if you’re a product owner, agency leader, student, or DevOps lead who just… Read more »