An opinionated list of Python frameworks, libraries, tools, and resources
What if your Kubernetes cluster simply refused to run unsigned images? I spent some time experimenting with enforcing image provenance in a small Kubernetes setup using MicroK8s. The idea was simple: Only container images with valid cryptographic signatures are allowed to run in the cluster. For this I used: GitLab CI/CD (build + signing pipeline) Cosign / Sigstore (image signing) Kyverno (admissi
I've been shipping software internationally for 5 years, and I've seen localization bugs tank launches in ways that make deployment failures look quaint. Currency displays in the wrong locale. Dates that make Japanese users think the app was built in 1970. Phone numbers that break form validation in Brazil. Last week, I decided to actually test TestSprite on a real project instead of adding it to
description: "Critical issues blocking TestSprite adoption in Indonesia, Malaysia, Philippines. Production fixes included." tags: testsprite, testing, devops, indonesia, localization cover_image: "https://dev-to-uploads.s3.amazonaws.com/uploads/articles/testsprite_mcp_review.png" canonical_url: "" published: false Code Review: Why TestSprite's MCP Failed in Southeast Asia (And How to Fix It) TL;DR
TestSprite adalah platform testing yang fokus pada quality assurance untuk aplikasi modern. Setelah menggunakan TestSprite dalam satu proyek production-grade di berbagai device dan region, saya ingin share pengalaman mendalam tentang bagaimana tool ini menangani localization dan timezone handling — aspek yang sering diabaikan tapi krusial untuk aplikasi global. TestSprite memungkinkan developer un
description: "Real-world TestSprite evaluation testing Indonesian e-commerce with IDR currency, timezone handling, and 3 locales. Grade A review with technical findings." https://images.unsplash.com/photo-1516321318423-f06f70a504f0?w=1200&h=600&fit=crop" TL;DR: TestSprite is 80% faster than manual visual regression testing. Grade A for multi-locale apps. Grade B+ for logic testing. Real findings:
Most teams I have worked with have one auth test in their suite. It looks like this: test('valid token verifies', () => { const token = signSync({ sub: 'user-1', aud: 'api://backend' }, secret); const result = verify(token, options); expect(result.valid).toBe(true); }); That test is fine. It is also a smoke test, not a regression suite. It catches the case where verification is completely b
The on-call alert at 02:14 said auth_5xx_rate spiked from 0.01 to 31.4. Not a deploy window. Not a traffic spike. Just thirty-one percent of authenticated requests failing for ~four minutes, then back to baseline. The cause was a JWKS rotation on the issuer side. New keys came in. Old keys went out. Caches in our service didn't refresh fast enough. Tokens signed with the new key were rejected beca