Why I Started Looking Past Docker The licensing change hit us on a Thursday afternoon — Docker Inc. quietly updated their terms and suddenly Docker Desktop required a paid subscription for companies with more than 250 employees or $10M in revenue. We were squarely in that bracket. The per-seat cost wasn’t catastrophic, but it was … Read more
Why I Stopped Using Shared Runners (And What That Cost Me) The breaking point for me wasn’t gradual — it was a Monday morning deploy at 9:15 AM where the pipeline sat in “pending” for 47 minutes before a single job ran. Not failing. Not running. Just waiting in a queue behind every other team … Read more
The Situation Nobody Warns You About The gap that actually hurts isn’t the one after a patch drops — it’s the one before your distro ships it. A CVE gets published on NVD with a CVSS score of 9.8, the upstream kernel commit fixing it is already merged into Linus’s tree, security researchers start publishing … Read more
The Problem I Kept Running Into: Index Bloat at Scale The thing that broke my mental model first wasn’t slow queries — it was watching disk I/O climb to 95% utilization on NVMe drives while average query latency jumped from 12ms to 340ms on a corpus I’d carefully tuned for months. We were running Elasticsearch … Read more
The Problem: You Want [email protected] Without Paying $6/Month Per Seat The thing that pushed me to figure this out was a $72 invoice. Six bucks a month sounds trivial until you’re running three projects and suddenly you’re paying Google $18/month just so your emails don’t come from a Gmail address. For solo devs and small … Read more
The Problem: Real Estate Agents Were Paying $400/Shoot for Something My iPhone 15 Pro Can Do A friend needed a 3D tour for a property listing last spring. She’d already gotten quotes — $350 from one local firm, $480 from another, plus a 48-hour turnaround before she’d even see a draft. I looked at my … Read more
The Script Graveyard Problem (Why I Was Even Looking) The thing that finally broke me wasn’t a failed restore. It was a successful restore that silently put the database in the wrong state. I restored a three-month-old Postgres dump onto a staging box, ran the app, and everything looked fine — until a teammate noticed … Read more
Why I Started Looking Past Docker The thing that actually forced my hand wasn’t performance or security — it was a Slack message from our finance team asking why we had a $21/seat/month line item for “Docker Business” across 40 developers. Docker Desktop’s licensing change (introduced back in 2022 but increasingly enforced since) means any … Read more
Why I Stopped Using GitLab’s Shared Runners The thing that finally broke me wasn’t the compute minute cap itself — it was watching a critical hotfix sit in the queue for 14 minutes during a Friday afternoon deploy because every shared runner was saturated. GitLab’s free tier gives you 400 minutes per month on shared … Read more
The Problem That Made LSM Trees Necessary B-Trees Are Excellent — Right Up Until Your Write Rate Destroys You The thing that caught me off guard the first time I profiled a write-heavy Postgres instance wasn’t CPU saturation or memory pressure — it was await time on disk I/O. The B-tree index was healthy, the … Read more