Ship What Drives Results
If you've been burned by a vendor who disappeared after launch, a codebase only one person understands, or an "MVP" that quietly became permanent infrastructure — you already know the problem. We build it right and we fix it permanently. Always get the ROI.
Read the Technical Writing Let's TalkWe Build Data Systems.
We specialize in centralizing all your data into a data lake, analyzing it, then putting out insights that will change your operations and streamline costs.
Build and maintain ingestion pipelines from APIs, files, ad platforms, CRM exports, and webhooks into a single controlled landing zone.
Define datasets, ownership, lineage, and naming standards so teams can find trusted tables fast instead of rebuilding the same queries.
Ship business dashboards with clear KPI definitions, role-based visibility, and scheduled reporting for leadership and operators.
Model funnels, cohorts, retention, and conversion performance with repeatable SQL logic and auditable metric layers.
Connect touchpoints to outcomes so revenue can be tied to channels, campaigns, and sequences with defensible attribution logic.
Automate sales call listening. AI can help you transcribe and analyze calls so your managers can actually take action to fix the worst 20% of calls, instead of trying to find them like a needle in a haystack.
Automate media buying. AI can help you optimize campaigns and allocate budgets effectively, ensuring maximum ROI and minimizing wasted spend.
Enhance, streamline, and optimize everything from lead to conversion. Triage and enhance leads. Develop sales techniques. Systematize followup.
We build high-end JAMstack and SSR sites in-house — fast, SEO-ready, and built to last. Not a templated GTM site someone spun up in an afternoon. Real engineering, real performance, real ownership.
Modern, Practical, Scalable.
We pick tools that ship quickly, scale cleanly, and are practical to maintain.
Architectural Theory.
What core areas of systems design we pay close attention to.
Large data sets that need efficient processing are a must with many operations. The ability to shard, load and process data is the way of the future. You might as well get ready now.
Everyone thinks they understand auth until they hit multi-tenant access, SSO edge cases, and token refresh under race conditions at 3am. We've fixed the messes that result from people who thought they understood it.
A message queue is not a silver bullet. Most teams reach for it before exhausting simpler options — then drown in consumer lag, ordering guarantees, and poison-pill messages they never planned for.
The #1 cause of production outages we inherit: someone renamed a field and nobody knew who was reading it. Typed schemas and fail-fast validation at the boundary are not optional extras.
A GraphQL schema is not an architecture. We've cleaned up enough 'flexible' APIs that crashed clients on every minor change to have very specific opinions about what 'API-first' actually means.
If your deployment process requires a human to babysit it, you don't have a deployment process — you have a liability. Environment isolation, rollback paths, promotion gates.
Idioms that we stand by.
Everyone has principles until they require saying no. These are some valuble sayings we picked upon the way that keep us in check
The biggest cause of software adoption failure, is only solving the "now" problem and not solving the "5 years from now" problems.
Solving yesterday's problem today is called debt, solving today's problems today is called rent and neither are profitable. Solving tomorrow's problems today is called investment and investment is how 100% of rich people got rich.
Most systems are overbuilt because simple solutions don't generate consulting hours. We'll tell you when you don't need the distributed event-sourced microservice architecture someone is trying to sell you.
Sprints, velocity points, and grooming ceremonies are not engineering discipline. Shipping working software on a predictable cadence is. We care about the second thing.
Operational failure is a design decision that got made earlier and deferred. We push that conversation to the beginning of the project — before you've built something that can't be fixed cheaply.
We don't write hero code. We write code other engineers can modify without calling us first. If your last vendor can't say the same, you've been robbed slowly.
Debt is a choice with compounding interest. We name it, scope it, and address it — or we tell you honestly that we won't participate in pretending it isn't there.
Meetings produce the appearance of progress. We protect deep work time because that's where the actual product comes from.
We run into way too many junior's architecting complex stacks because someone was trying to save money. Nothing is more costly - or unfair.
Book of Crush
Our playbook for senior engineers who want to build data systems that last. It's a collection of case studies about real production failures we've inherited, and how we fixed them permanently. Unfortunatnly the internet is full of people exploiting beginners for "educaiton". So much so that senior topics often get burried. Book of crush is written for engineers who are already past the tutorials and want to think about the best produciton solutions.
Schema design, indexing, connection pooling, read replicas, query performance. The things that make real systems slow, fragile, and expensive — explained with our opinioned spin.
2 kinds of companies
Some people know what they want to build, but can't find the right people to build it. Some people know they have a problem, but don't know how to solve it. Which one are you? If you're ready to ship something that moves the needle, before you sign a contract, before you start a project, before you write a line of code, and before you've spent six months on it — let's talk.
Get in Touch About JMUS