An opinionated list of Python frameworks, libraries, tools, and resources
How I Built a Bitcoin-Only Digital Store (No Stripe, No PayPal) What happened when I deleted my payment processor and embraced financial sovereignty I still remember the day Stripe froze my account. A client disputed a $200 payment and before I could even respond, my entire balance was locked. Three weeks of emails. Two verification requests. And ultimately, a 30-day hold while they "investigate
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
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
Dart's concurrency model is unusual: single-threaded event loop by default, with explicit Isolates for true parallelism. No shared memory, no race conditions, no mutex locks. This guide covers everything from the simple compute() helper to long-lived Isolate workers, structured concurrency patterns, and Stream-based reactive flows. Concept Dart Isolates JavaScript Workers Java Threads Memor
Monetization is where most indie SaaS apps die. Not because the product is bad, but because the pricing is wrong, the freemium tier is too generous, or the upgrade path is invisible. This guide covers the full stack: value-based pricing principles, freemium architecture, Stripe + Supabase implementation, and conversion optimization. The classic mistake: pricing based on features ("get 5 exports pe
Accessibility is not an afterthought — it's a quality signal. For Flutter Web, getting WCAG 2.2 compliance right requires understanding how Flutter's Semantics tree maps to browser accessibility APIs. This guide walks through practical implementation: contrast ratios, keyboard navigation, screen reader support, and automated testing. Flutter Web uses a hybrid rendering approach (CanvasKit or HTML)