Observability
Observability tooling has matured to the point where the same signals you use to debug production incidents can drive your test assertions. OpenTelemetry (OTel) gives you a vendor-neutral SDK to emit traces, metrics, and logs — and with a small amount of setup you can capture those signals inside your
Testing
Manual penetration testing finds vulnerabilities — but it happens quarterly, or when someone remembers to schedule it. Meanwhile, your pipeline deploys new code every day. Automated security testing in CI catches vulnerabilities at the moment they're introduced — when the developer who wrote the code is still context-switched into
Security Testing
Penetration testing at scale requires the right toolset. Even experienced security professionals who rely heavily on manual testing use automated tools to accelerate reconnaissance, identify low-hanging fruit, and validate findings. The difference between a skilled tester and a script kiddie isn't whether they use automated tools — it&
Testing
i18n regressions are insidious. You add a new feature in English, it ships perfectly, and three days later a German customer reports that their dashboard shows raw translation keys, or a Japanese user files a bug because dates display as American format in a newly added section. These bugs happen
Testing
Custom OpenTelemetry instrumentation is code like any other code — it can be wrong, and wrong instrumentation is worse than no instrumentation. If your span names are wrong, your dashboards show garbage. If context propagation is broken, your distributed traces have gaps. If attributes are missing, your SLOs can't
Testing
Browser instrumentation is the hardest part of OpenTelemetry to test. Unlike server-side code, where you can inject an in-memory exporter directly, browser code runs in a JavaScript runtime that has no concept of "injectable test components" at the module level. You need strategies for both unit-
Compliance Testing
The problem with compliance testing is that most teams treat it as a layer separate from their regular test suite. GDPR tests live in one place, SOC 2 evidence collection in another, PCI tests in a third. Each uses a different toolchain, runs on a different schedule, and is owned
Testing
Automated accessibility testing tools scan web pages and applications for WCAG violations without manual review. They're fast, free, and catch the most common issues — but industry studies put real-world coverage around 30-40% of WCAG violations. This guide compares the major tools, explains what each catches, and
Test Automation
Distributed tracing is one of the most valuable observability tools in a microservices architecture. When a request touches ten services before returning a response, traces are what tell you where the time was spent, where the errors happened, and which service is the actual bottleneck. But tracing instrumentation is code.
Test Automation
Autify Web is the browser automation half of the Autify platform. It covers the complete lifecycle of a UI test — from recording your first interaction to running a full regression suite in CI on every pull request. This post goes deep on the mechanics: how recording actually works, what assertion
Testing
Your OpenTelemetry Collector configuration is infrastructure code. It determines which telemetry reaches which backend, which attributes get stripped or transformed, and what sampling decisions are made. A misconfigured collector silently drops spans, misroutes metrics, or leaks PII in attributes that should have been filtered. The collector should be tested before
Test Automation
Autify and Testim both position themselves as AI-powered no-code test automation platforms. Both use machine learning to make tests resilient to UI changes. Both target QA teams that want to reduce manual maintenance burden without switching to code-first frameworks. But their design philosophies, execution models, and team