Topic
Designing applications, uploads, and site connectivity around a 100/20 floor with 20Mbps upstream.
CTOs told Gergely Orosz that CPU spot pricing, once up to 90% below list, has nearly vanished as AI workloads absorb spare cloud capacity. Teams whose compute budgets assumed spot rates now have to plan for getting capacity at all, on top of paying more for it.
Reality
CTOs and infrastructure heads told the Pragmatic Engineer that cloud CPU spot capacity, once up to 90% off, is nearly impossible to get as AI absorbs supply. At standard prices, work budgeted at the deepest spot rate costs ten times as much.
Reality
Srini Srinivasan argues that evaluations run at comfortable utilization only measure the flat part of the queueing curve. His alternative asks for p99.9 under conditions a two-week bake-off has to manufacture.
Reality
In a bring-your-own-VNet Foundry Agent Service deployment, hosted agent sessions and data proxy instances take addresses from one delegated subnet. When it fills, session creation answers HTTP 429 subnet_exhausted.
Reality
A hosting guide from EniyiSunucum sets one account per client as the minimum boundary for an agency portfolio. The part of it worth keeping is the queueing account of why a neighbour's traffic spike hurts.
Reality
A dev.to post works the header-overhead sum for short polling and lands on 102.4 MB/s of pure framing metadata. The same sum separates polling from a held-open connection, and the three protocols in its title all sit on the same side of it.
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KIP-932 lets a group run more consumers than a topic has partitions by locking each record for 30 seconds and counting its deliveries. The idempotence, the retries and the lock sizing become the application's job.
Reality
Manas Chaudhari, tech lead for WhatsApp's messaging infrastructure at Meta, says forecasting capacity is the easy half, and the hard half is agreeing in advance which customers and features get dropped first.
Reality
TNA keeps a third etcd vote in a lightweight arbiter; TNF fences the dead node over its BMC. Both keep an edge cluster running on two servers, and both leave one survivor to run everything the site was running.
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A twelve-week countdown for Black Friday 2026 sizes the load target from sessions per hour and average session length, then pushes a journey-level test past that target until the response-time tail bends.
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GitHub's August availability report reads as a capacity argument rather than a bug report, with the Actions fix described as containment and the harder database failovers still ahead of it.
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Kooboo shipped the request-level CSVs and the provisioning script behind a ten-minute run that averaged 45.6% CPU, so the interesting question is no longer the headline but which of its conditions your own tenants share.
Reality
A proxied session costs about 320 KB of buffers and goroutine stacks, so peak load for a mid-size engineering organisation is tens of megabytes, and the constraint that actually bites is the controller's network interface.
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Worker occupancy is arrival rate times service time, which is why an in-controller Redis hit only moves the ceiling and an edge proxy is the only layer that stops a request before a worker is allocated.
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A sizing guide for a 20,000 item Immich import puts the floor at four cores and 6 GB of RAM, but the disk figure moves with how much unplayable video you own, and three first-hour settings decide whether you pay for the processing twice.
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Two declared reservations totalling 110% of node memory left a task pending in a single-node lab while both containers idled at 480 KiB. Cutting one reservation to 20% released it with nothing else changed.
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The August 14 Section 706 report abolishes the 1Gbps/500Mbps target without replacement, leaving a 20Mbps upstream as the federal number teams design around.
Perspective Coverage
3 publishersReality