Skip to main content
NewPrompt Caching on DigitalOcean Inference, Measured: What Breaks It and How Long It Lasts

Learn DevOps by doing,
not just reading.

755+ articles, guides, and hands-on learning tools for engineers who prefer a terminal over a slide deck.

Join 1,500+ DevOps engineers learning every week

kubectl --watch
$
devops-daily --stats

// featured

Interactive Simulators

Browse all simulators

// categories

Popular Categories

Explore our content by topic

// exercises

Hands-On Exercises

Practice real-world DevOps scenarios with step-by-step guidance

View all exercises

// quizzes

Test Your Knowledge

Short interactive quizzes across Docker, Kubernetes, Terraform, networking, and more

// posts

Latest Posts

Stay up to date with the latest DevOps content

DevOps

Prompt Caching on DigitalOcean Inference, Measured: What Breaks It and How Long It Lasts

We sent 867 requests with a long on-call runbook as the system prompt to three DigitalOcean-hosted models. With the runbook first and unchanged, the cache cut the input bill about 5 times on Llama 4 Maverick and more than 12 times on DeepSeek V4.1 Flash. One timestamp on the first line turned it off on all three. Here is what else turns it off, how long a cached prefix lasted, and what prompt_cache_key does.

|15 min read
DevOps

Neon Realtime, Measured: Live SQL Queries Replace the LISTEN/NOTIFY Layer We Built by Hand

Neon Realtime turns a SQL query into a live subscription. We rebuilt our hand-made LISTEN/NOTIFY layer on it as a live order board and measured it on a real Neon project: 48,600 writes at up to 100 per second, which queries are re-sent in full on every write, what a reconnect delivers, scale to zero, and 14 attempts to tamper with a sealed query.

|24 min read
Security

SOC 2 Evidence From GitHub and Terraform, and the Part That Still Needs a Person

We pointed a small evidence collector at a repository whose main branch had a strict ruleset. The ruleset passed and three change-management controls failed. Here is which SOC 2 evidence you can pull from GitHub and Terraform, which still needs a person, and ten ways an evidence script can pass a control without evidence.

|16 min read
DevOps

Postgres 19 Slipped to November: Every Pulled Feature and Why

PostgreSQL 19 now ships on 19 November, and 13 items left its release notes after beta 1. Here is each pulled feature with the reason from its revert, what to use instead, a script that finds beta-era code that depends on them, and why "AI found too many bugs" is only part of the story.

|14 min read
Networking

Let's Encrypt Goes to 64-Day Certificates: When Does Your ACME Client Actually Renew?

Let's Encrypt moves to 64-day certificates on 10 February 2027, and its staging environment already issues them. We issued real 64-day staging certificates with certbot, acme.sh and lego and recorded when each one renews. The ARI clients renewed or scheduled their renewal around day 42. acme.sh 3.0.7 with --days 80 scheduled its renewal for day 79, 15 days after the certificate expired, and upgrading to 3.1.6 fixed that at the next check.

|12 min read
DevOps

Page, Ticket or Ignore: Is the Cheap Model Good Enough for Alert Triage?

We gave six models on DigitalOcean Serverless Inference one written on-call policy and 200 alerts, three times each. A model at $0.16 per 1,000 alerts made every call the same way as one at $1.64. The real differences were latency, missed pages and a bug in our own test data that the models caught.

|14 min read

// guides

Latest Guides

Step-by-step tutorials to boost your DevOps skills

// tools

DevOps Tools and Calculators

Free, browser-only utilities. CIDR, JWT, base64, UUID, cron, K8s sizing, YAML. No sign-up, no server.

// about

DevOps Daily is a free, independent education platform for engineers who want to learn by running things, not by reading pitch decks. Kubernetes, Docker, Terraform, CI/CD, observability, and security, through hands-on simulators, quizzes, exercises, and a weekly newsletter.

Free
$0
forever
Tools
61
interactive
Subscribers
1,500+
engineers
Cadence
Weekly
no spam

// sponsors

Supported by

DevOps Daily stays free because these companies sponsor it.

  • Bitrise
  • Atomsized
  • DigitalOcean
  • DevDojo
  • SMTPfast
  • QuizAPI
Become a sponsor
devops-daily --subscribe
$ echo "Weekly DevOps digest. No spam. Unsubscribe anytime."
Weekly DevOps digest. No spam. Unsubscribe anytime.
$ subscribe --email
$

1,500+ engineers subscribed