Cloud infrastructure and DevOps in Los Angeles
Video changes the shape of a cloud bill. For Los Angeles media and creator companies, the line that grows fastest is often data leaving the cloud rather than compute, and transcoding arrives in bursts that leave expensive machines idle for the rest of the day.
We design infrastructure around those two facts. Storage goes where egress is cheap; our own product, Amour, keeps media in Cloudflare R2 for exactly that reason. Transcoding runs on workers that scale up for a burst and back to nothing afterwards. Content is served through a CDN with caching that is actually configured. Everything is defined in Terraform, deployed from CI and monitored, and we will tell you plainly where managed services are worth their price and where they are not.
Los Angeles buys software for businesses that make things people watch, wear, listen to and fly. Entertainment and media are the obvious ones: studios, streaming services, post-production houses, music companies, games and the creator economy that grew up around them. Alongside them sit consumer brands selling direct to customers online, a fast-growing aerospace cluster around El Segundo and the South Bay, and the logistics trade that runs through the ports of Los Angeles and Long Beach. The buyer might be a creator with an audience, a studio's technology team or the operations lead at a launch company.
Each brings a different system. Media is heavy: video has to be ingested, transcoded, stored and served, storage and egress costs grow faster than anything else on the bill, and rights and territory windows decide who may watch what, where and when. Consumer brands live with launch-day spikes, when one post or one drop sends a surge of traffic in minutes. Creator platforms need moderation that keeps the product feeling fast. The South Bay's aerospace companies grow quickly and need the commercial software around the engineering: hiring and supplier portals, fan and merchandise stores, and the scheduling and operations tools a company outgrows spreadsheets for.
Built In puts the average base salary for a software engineer in Los Angeles at around $147,000, and studios, streamers and the large technology campuses in the city compete for the same people. Much of the work here also runs to a fixed date: a premiere, a new season, a product drop, a launch window. When the date is set and the team is short, a senior engineer who can start in days on a defined piece of work is often the quickest way to hit it.
We work from Bengaluru with four hours of live overlap every working day, placed across your morning in Los Angeles. Stand-ups, reviews and launch planning happen in that window, with the engineer who writes the code. Everything decided outside it goes into your repository, your tracker and the runbooks we write as we go, so each morning starts with a clear record of what moved.
We fit best around a fixed date: a store before a drop, a media pipeline before a new season, a creator app before launch, or commercial tools for a fast-growing South Bay company. Senior capacity starts in days, usually with a fixed-price two-week piece. Agencies can bring us in white-label, under their own name.
Four ways this arrives.
Resources were created in the console over several years and nobody can say which ones matter. We inventory the account, bring what is live into Terraform, remove what is not, and hand you a repository that describes the whole estate.
It is usually idle capacity, oversized instances, forgotten environments and data transfer nobody priced. We find where the money goes, cut the obvious waste where you already are, and only then ask whether a cheaper provider such as Hetzner suits your steady workloads.
One person knows the steps and every release waits for them. We build a pipeline that tests, builds and deploys on merge, with rollback to the previous image, so shipping on a Friday afternoon is a decision rather than a gamble.
The channel fires all day, so everyone has muted it, so real outages are reported by customers. We alert on what users actually feel, route each alert to a named owner, and delete every alert nobody would act on at 3am.
A K3s cluster on Hetzner that we provisioned and are on call for, deployed through Flux, where only a push to master can produce an image production will run.
Read the write-up →Asked by Los Angeles teams.
How do you work with teams in Los Angeles?+
We are in Bengaluru, with four hours of live overlap every working day placed across your Los Angeles morning. That window holds stand-ups, design reviews and launch planning, and you talk to the engineer who writes the code. We work in your Slack, your GitHub and your Linear, so progress shows up where your team already looks. Work finished outside the window is written up there too, ready when your day starts.
Do you build for media and entertainment companies?+
Yes. We build ingest and transcoding pipelines, rights and territory windows held as data, review platforms with expiring, watermarked links for outside collaborators, and archive search that finds a line of dialogue by its timecode. For labels and creator networks, we build the pipelines that turn platform statements into accurate payouts. Each piece is scoped to ship before the premiere, season or release date it is meant for.
How does your rate compare to hiring in Los Angeles?+
Built In puts the average base salary for a software engineer in Los Angeles at about $147,000, before equity, benefits and recruiting fees. Our published rate is $35 an hour, with a $5,000 minimum. You skip the months of recruiting and the employment overhead, and we can start within days. A fixed-price two-week piece at $2,800 is the usual beginning, so you judge us on what ships.
Can you work white-label for a Los Angeles agency?+
Yes. Many Los Angeles creative and digital agencies win the brief and then need engineering behind it. We build under your name: your client sees your agency and your process, and we work inside your Slack, tracker and repositories. We can join client calls in the overlap window or stay behind the scenes. An NDA comes first, and the code belongs to your client from the first commit.
Should we run our own Kubernetes cluster?+
Usually not. Self-hosting starts to pay when your managed bill is mostly things you do not use, your workloads are steady rather than spiky, and someone is willing to own the control plane. We run our own on Hetzner, so we know what that job involves. If nobody on your side wants it, managed is cheaper in total even when the invoice is larger.
Do we need Kubernetes at all?+
Often not. Plenty of products are better served by a managed container service, a platform like Railway, or two virtual machines and a good deploy script. Kubernetes earns its place when you run several services, have steady traffic and have people to look after it. We will recommend the least infrastructure that does the job, and say so when that is less than you expected.
Which clouds do you work with?+
AWS most often, then Google Cloud, Azure and Hetzner. We work in whichever one you are already on, because moving clouds is rarely the cheapest fix for a cost or reliability problem. If we think a move is worth it, we will show you the case using your own bill before anyone migrates anything.
Can you cut our cloud bill without a migration?+
Usually, yes. Most of a bill that has grown unchecked is idle capacity, oversized instances, environments left running and data transfer nobody priced, and all of that is fixed where you already are. We will not promise a percentage before we have read the bill. After the first week we can tell you what is realistic and what it takes to get there.
Who is on call?+
Whoever the engagement says, in writing. While we run your infrastructure it can be us, with hours and response times agreed up front. If you are taking it in-house, the handover includes the runbooks, the alert routing and a rota your team can actually staff. We do not leave behind a pager that only we know how to answer.