A few weeks into DevOps work on our team's chama (savings-group) app, I made a call that seemed simple on paper: ship the Go backend and the React frontend as one combined Docker image, let the backend serve both the API and the static files. It worked. Then, later, the team moved to two separate…
Short answer: For marketplace listings in a B2B SaaS product, put every public image variant behind one moderation decision. Use versioned named transformations for three approved display roles. Keep inline operation lists for experiments that cannot publish until reviewed. The choice is about…
If your platform accepts user-uploaded images or video, synthetic media is already in your pipeline. Profile photos, ID selfies during onboarding, product listing images, UGC clips submitted to a newsroom, video testimonials. Some fraction of that is generated or manipulated, and the fraction is…
Short answer: image metadata carries descriptive, technical, and sometimes sensitive context alongside pixels; in a logistics crop pipeline, preserve only fields you can justify, strip GPS coordinates by default, and make that policy testable before files reach a cache. An image can look harmless…
Originally published at woitzik.dev Disclosure: This post contains Amazon affiliate links (marked with *). If you buy through them, I earn a small commission at no extra cost to you. I only link gear I actually own and use daily. PostgreSQL major version upgrades are not swap-the-image operations.…
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AI Image Generators Still Can't Spell — Here's How I Fix Text Without Regenerating You know the drill. You generate the perfect hero image in Midjourney — great composition, great lighting — and the sign in the background says "COFEEE SHOP". Or your OG image has the conference date wrong. Or a…
Generating images with AI has moved from novelty to everyday workflow. Designers, marketers, and developers now use text-to-image models to prototype ideas, create placeholder art, and explore visual directions in minutes instead of days. Why photorealism is hard Photorealistic output requires…
For a fintech service that turns uploaded campaign artwork into several aspect ratios, inspect the image header during upload, reject dimensions and declared input size before durable storage, and defer the expensive smart crops until demand is known. This split keeps malformed or implausibly large…
Most developers stop at squishing a JPEG and calling it done. Run it through ImageOptim, drop it into the public/ folder, ship it. Job done. Except it's not — because image optimization in 2025 is a multi-layered problem that spans format selection, delivery strategy, browser rendering behavior…
