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Almost Every infrastructure decision I endorse or regret after 4 years

https://cep.dev/posts/every-infrastructure-decision-i-endorse-or-regret-after-4-years-running-infrastructure-at-a-startup/
43•Meetvelde•2d ago

Comments

robszumski•1h ago
Thanks for sharing, really helpful to see your thinking. I haven't fully embraced FaaS myself but never regretted it either.

Curious to hear more about Renovate vs Dependabot. Is it complicated to debug _why_ it's making a choice to upgrade from A to B? Working on a tool to do app-specific breaking change analysis so winning trust and being transparent about what is happening is top of mind.

When were you using quay.io? In the pre-CoreOS years, CoreOS years (2014-2018), or the Red Hat years?

econner•1h ago
It's weird that one of the reasons that you endorse AWS is that you had regular meetings with your account manager but then you regret premium support which is the whole reason you had regular meetings with your account manager.
jrjeksjd8d•1h ago
I see you regret Datadog but there's no alternative - did you end up homebrewing metrics, or are you just living with their insane pricing model? In my experience they suck but not enough to leave.
stackskipton•49m ago
Not author but Prometheus is perfectly acceptable alternative if you don't want to go whole Otel route.
calmbonsai•1h ago
This is the best post to HN in quite some time. Kudos to the detailed and structured break-down.

If the author had a Ko-Fi they would've just earned $50 USD from me.

I've been thinking of making the leap away from JIRA and I concur on RDS, Terraform for IAC, and FaaS whenever possible. Google support is non-existent and I only recommend GC for pure compute. I hear good things about Big Table, but I've never used in in production.

I disagree on Slack usage aside from the postmortem automation. Slack is just gonna' be messy no matter what policies are put in place.

unethical_ban•1h ago
What do you use if not slack? OPs advice is standard best practice. Respect peoples time by not expecting immediate response, and use team or function based channels as much as possible.

Other options are email of course, and what, teams for instant messages?

jasonpeacock•4m ago
The bullet points for using Slack basically describe email (and distribution lists).

It’s funny how we get an instant messaging platform and derive best practices that try to emulate a previous technology.

Btw, email is pretty instant.

jasonpeacock•3m ago
I’ve always that forums are much better suited to corporate communications than email or chat.

Organized by topics, must be threaded, and default to asynchronous communications. You can still opt in to notifications, and history is well organized and preserved.

zem•1h ago
I would love to read more about the pros and cons of using a single database, if anyone has pointers to articles
stackskipton•50m ago
SRE here who has dealt with this before.

Everything in article is excellent point but other big point is schema changes become extremely difficult because you have unknown applications possibly relying on that schema.

It's also at certain point, the database becomes absolutely massive and you will need teams of DBAs care and feeding it.

weedhopper•1h ago
Great post. I even wouldn’t mind more details, especially about datadog, or as others pointed out, the kind of contradiction with aws support.
kstrauser•1h ago
> Picking Terraform over Cloudformation: Endorse

I, too, prefer McDonald's cheeseburgers to ground glass mixed with rusty nails. It's not so much that I love Terraform (spelled OpenTofu) as that it's far and away the least bad tool I've used in the space.

mwcampbell•1h ago
I disagree on Kubernetes versus ECS. For me, the reasons to use ECS are not having to pay for a control plane, and not having to keep up with the Kubernetes upgrade treadmill.
0xbadcafebee•46m ago
Using GCP gives me the same feeling as vibe-coded source code. Technically works but deeply unsettling. Unless GCP is somehow saving you boatloads of cash, AWS is much better.

RDS is a very quick way to expand your bill, followed by EC2, followed by S3. RDS for production is great, but you should avoid the bizarre HN trope of "Postgres for everything" with RDS. It makes your database unnecessarily larger which expands your bill. Use it strategically and your cost will remain low while also being very stable and easy to manage. You may still end up DIYing backups. Aurora Serverless v2 is another useful way to reduce bill. If you want to do custom fancy SQL/host/volume things, RDS Custom may enable it.

I'm starting to think Elasticache is a code smell. I see teams adopt it when they literally don't know why they're using it. Similar to the "Postgres for everything" people, they're often wasteful, causing extra cost and introducing more complexity for no benefit. If you decide to use Elasticache, Valkey Serverless is the cheapest option.

Always use ECR in AWS. Even if you have some enterprise artifact manager with container support... run your prod container pulls with ECR. Do not enable container scanning, it just increases your bill, nobody ever looks at the scan results.

I no longer endorse using GitHub Actions except for non-business-critical stuff. I was bullish early on with their Actions ecosystem, but the whole thing is a mess now, from the UX to the docs to the features and stability. I use it for my OSS projects but that's it. Most managed CI/CD sucks. Use Drone.io for free if you're small, use WoodpeckerCI otherwise.

Buying an IP block is a complicated and fraught thing (it may not seem like it, but eventually it is). Buy reserved IPs from AWS, keep them as long as you want, you never have to deal with strange outages from an RIR not getting the correct contact updated in the correct amount of time or some foolishness.

He mentions K8s, and it really is useful, but as a staging and dev environment. For production you run into the risk of insane complexity exploding, and the constant death march of upgrades and compatibility issues from the 12 month EOL; I would not recommend even managed K8s for prod. But for staging/dev, it's fantastic. Give your devs their own namespace (or virtual cluster, ideally) and they can go hog wild deploying infrastructure and testing apps in a protected private environment. You can spin up and down things much easier than typical AWS infra (no need for terraform, just use Helm) with less risk, and with horizontal autoscaling that means it's easier to save money. Compare to the difficulty of least-privilege in AWS IAM to allow experiments; you're constantly risking blowing up real infra.

Helm is a perfectly acceptable way to quickly install K8s components, big libraries of apps out there on https://artifacthub.io/. A big advantage is its atomic rollouts which makes simple deploy/rollback a breeze. But ExternalSecrets is one of the most over-complicated annoying garbage projects I've ever dealt with. It's useful, but I will fight hard to avoid it in future. There are multiple ways to use it with arcane syntax, yet it actually lacks some useful functionality. I spent way too much time trying to get it to do some basic things, and troubleshooting it is difficult. Beware.

I don't see a lot of architectural advice, which is strange. You should start your startup out using all the AWS well-architected framework that could possibly apply to your current startup. That means things like 1) multiple AWS accounts (the more the better) with a management account & security account, 2) identity center SSO, no IAM users for humans, 3) reserved CIDRs for VPCs, 4) transit gateway between accounts, 5) hard-split between stage & prod, 6) openvpn or wireguard proxy on each VPC to get into private networks, 7) tagging and naming standards and everything you build gets the tags, 8) put in management account policies and cloudtrail to enforce limitations on all the accounts, to do things like add default protections and auditing. If you're thinking "well my startup doesn't need that" - only if your startup dies will you not need it, and it will be an absolute nightmare to do it later (ever changed the wheels on a moving bus before?). And if you plan on working for more than one startup in your life, doing it once early on means it's easier the second time. Finally if you think "well that will take too long!", we have AI now, just ask it to do the thing and it'll do it for you.

Grimburger•2m ago
> There are no great FaaS options for running GPU workloads

Knative on k8s works well for us, there's some oddities about it but in general does the job

Gemini 3.1 Pro

https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/
543•MallocVoidstar•11h ago•706 comments

Show HN: Micasa – track your house from the terminal

https://micasa.dev
458•cpcloud•10h ago•148 comments

An ARM Homelab Server, or a Minisforum MS-R1 Review

https://sour.coffee/2026/02/20/an-arm-homelab-server-or-a-minisforum-ms-r1-review/
11•neelc•52m ago•8 comments

Micropayments as a reality check for news sites

https://blog.zgp.org/micropayments-as-a-reality-check-for-news-sites/
118•speckx•6h ago•281 comments

America vs. Singapore: You can't save your way out of economic shocks

https://www.governance.fyi/p/america-vs-singapore-you-cant-save
223•guardianbob•11h ago•344 comments

A terminal weather app with ASCII animations driven by real-time weather data

https://github.com/Veirt/weathr
164•forinti•8h ago•28 comments

US plans online portal to bypass content bans in Europe and elsewhere

https://www.reuters.com/world/us-plans-online-portal-bypass-content-bans-europe-elsewhere-2026-02...
171•c420•1d ago•218 comments

Archaeologists find possible first direct evidence of Hannibal's war elephants

https://www.smithsonianmag.com/smart-news/archaeologists-unearthed-a-2200-year-old-bone-they-say-...
82•bryanrasmussen•7h ago•23 comments

Paged Out Issue #8 [pdf]

https://pagedout.institute/download/PagedOut_008.pdf
324•SteveHawk27•14h ago•52 comments

Pebble Production: February Update

https://repebble.com/blog/february-pebble-production-and-software-updates
265•smig0•13h ago•125 comments

My 1981 adventure game is now a multimedia extravaganza

https://technologizer.com/home/2026/02/16/arctic-adventure-2026/
66•vontzy•3d ago•19 comments

Dinosaur Food: 100M year old foods we still eat today (2022)

https://borischerny.com/food/2022/01/17/Dinosaur-food.html
103•simonebrunozzi•10h ago•85 comments

Don't Trust the Salt: AI Summarization, Multilingual Safety, and LLM Guardrails

https://royapakzad.substack.com/p/multilingual-llm-evaluation-to-guardrails
182•benbreen•3d ago•76 comments

Show HN: Ghostty-based terminal with vertical tabs and notifications

https://github.com/manaflow-ai/cmux
89•lawrencechen•4h ago•47 comments

Single vaccine could protect against all coughs, colds and flus

https://www.bbc.com/news/articles/cx2g8rz7yedo
127•dabinat•4h ago•80 comments

Measuring AI agent autonomy in practice

https://www.anthropic.com/research/measuring-agent-autonomy
83•jbredeche•12h ago•37 comments

The Chinese periodic table goes hard [video]

https://www.youtube.com/watch?v=8ol7DsPnHcE
17•surprisetalk•3d ago•0 comments

Show HN: A small, simple music theory library in C99

https://github.com/thelowsunoverthemoon/mahler.c
11•lowsun•3h ago•1 comments

Show HN: A physically-based GPU ray tracer written in Julia

https://makie.org/website/blogposts/raytracing/
161•simondanisch•15h ago•63 comments

Type-based alias analysis in the Toy Optimizer

https://bernsteinbear.com/blog/toy-tbaa/
9•chunkles•3d ago•0 comments

Overall, the colorectal cancer story is encouraging

https://www.hankgreen.com/crc
109•ZeroGravitas•5h ago•106 comments

Lindenmayer.jl: Defining recursive patterns in Julia

https://cormullion.github.io/Lindenmayer.jl/stable/
5•WillMorr•3d ago•0 comments

Zero downtime migrations at petabyte scale (2024)

https://planetscale.com/blog/zero-downtime-migrations-at-petabyte-scale
87•Ozzie_osman•3d ago•17 comments

We're no longer attracting top talent: the brain drain killing American science

https://www.theguardian.com/us-news/2026/feb/19/trump-science-funding-cuts
309•mitchbob•5h ago•292 comments

Show HN: Mini-Diarium - An encrypted, local, cross-platform journaling app

https://github.com/fjrevoredo/mini-diarium
111•holyknight•14h ago•51 comments

Coding Tricks Used in the C64 Game Seawolves (2025)

https://kodiak64.co.uk/blog/seawolves-technical-tricks
127•atan2•14h ago•19 comments

AI is not a coworker, it's an exoskeleton

https://www.kasava.dev/blog/ai-as-exoskeleton
153•benbeingbin•6h ago•170 comments

Voith Schneider Propeller

https://en.wikipedia.org/wiki/Voith_Schneider_Propeller
121•Luc•4d ago•33 comments

AI makes you boring

https://www.marginalia.nu/log/a_132_ai_bores/
548•speckx•8h ago•306 comments

Mark Zuckerberg grilled on usage goals and underage users at California trial

https://www.wsj.com/us-news/law/meta-mark-zuckerberg-social-media-trial-0e9a7fa0
171•1vuio0pswjnm7•10h ago•96 comments