Your product, running reliably, without you thinking about it

We deploy, monitor, and maintain your infrastructure, from standard web products to AI models in production. Whatever you're running, we take it from there.

FLINK
Akademie für Lernpädagogik
HEM
Circus Group

Your product, running reliably, without you thinking about it

We deploy, monitor, and maintain your infrastructure, from standard web products to AI models in production. Whatever you're running, we take it from there.

FLINK
Akademie für Lernpädagogik
HEM
Circus Group

Your product, running reliably, without you thinking about it

We deploy, monitor, and maintain your infrastructure, from standard web products to AI models in production. Whatever you're running, we take it from there.

FLINK
Akademie für Lernpädagogik
HEM
Circus Group

Infrastructure nobody owns is infrastructure nobody can explain.

Companies we work with cut infrastructure incidents by [X]%

You didn't build a company to manage servers. We handle the infrastructure - you handle everything else.

We deploy, monitor, and maintain your setup across AWS, Google Cloud, Azure, or Hetzner, whatever fits your product. Including AI model deployments in production.

AWS/GCP/ Azure

Hetzner

LLM infrastructure

AI model deployments

CI/CD pipelines

Kubernetes & Docker

Monitoring & alerts

You didn't build a company to manage servers. We handle the infrastructure - you handle everything else.

We deploy, monitor, and maintain your setup across AWS, Google Cloud, Azure, or Hetzner, whatever fits your product. Including AI model deployments in production.

AWS/GCP/ Azure

Hetzner

LLM infrastructure

AI model deployments

CI/CD pipelines

Kubernetes & Docker

Monitoring & alerts

You didn't build a company to manage servers. We handle the infrastructure - you handle everything else.

We deploy, monitor, and maintain your setup across AWS, Google Cloud, Azure, or Hetzner, whatever fits your product. Including AI model deployments in production.

AWS/GCP/ Azure

Hetzner

LLM infrastructure

AI model deployments

CI/CD pipelines

Kubernetes & Docker

Monitoring & alerts

For this page we need to change the terminal itself: Filtered to show only infrastructure-relevant categories.

We manage on modern, reliable infrastructure.

Our team is fluent across the full infrastructure stack, cloud providers, container orchestration, CI/CD pipelines, and everything in between. We architect around what your product actually needs, not what we default to.

defaultshop.ai
claude — fish — 100×30

Our technology stack

hubblrv0.4.2·stack categories

languages

·
name
used in
●TypeScriptfrontend, edge runtimes, agent SDKs
●PythonFastAPI services, data pipelines, agents
●Gohigh-throughput services, infra glue
●SQLPostgres-first · Atlas migrations · dbt
●BashCI, deploys, day-to-day glue

ai

·
name
used in
●Claude CodeAI pair-programmer in the terminal
●MCP serversexpose internal tools to agents
●Gemini SDKlong-context multimodal, planning
●MastraTypeScript agent SDK
●Vercel AI SDKstreaming + tool-use on the edge
●Vercel Chat SDKproduction chat scaffold · resumable streams
●AI Gatewaymodel routing, observability, budgets
●v0AI-built UI scaffolds · ship to Vercel
●Langfuseproduction tracing + evals
●pgvectorRAG straight in Postgres

agentic commerce

·
name
used in
●Agent Commerce Protocolopen spec for agent-to-merchant transactions
●Stripe Agent Toolkitagent-issued payments + checkout APIs
●Browserbaseheadless browser-as-a-service for agents
●StagehandPlaywright + LLM, structured browser control
●Computer UseAnthropic desktop control · agentic shopping flows
●LangGraphagent state machines · tool routing
●MCP serversexpose product catalog + checkout to agents

backend

·
name
used in
●FastAPIPython · async · Pydantic-typed
●SQLAlchemy 2async ORM · asyncpg
●Pydanticschemas + validation everywhere
●Postgres 16primary store · jsonb · pgvector
●Atlasdeclarative schema · HCL migrations
●Connect RPCHTTP/JSON · gRPC · gRPC-Web from one .proto
●Rediscache · queues · pubsub

frontend

·
name
used in
●React + Vitefast dev loop, modern build
●Tailwind CSSdesign system in classes
●Radix UIaccessible primitives
●shadcn/uicopy-pastable components
●Framer Motioninteraction + transitions
●React Nativeshared codebase across iOS/Android

devops

·
name
used in
●Turborepomonorepo · cached pipelines
●pnpm + uvfast install for JS + Python
●Docker Composelocal stack in one command
●AWSprimary cloud · prod workloads
●Google Clouddata + ML stack
●Terraforminfra-as-code
●Vercelmarketing + edge functions

quality

·
name
used in
●TypeScriptstrict mode, every file
●Ruff + MypyPython lint + types
●BufProtobuf lint + breaking-change checks
●Pytest · Vitestunit + integration
●Playwrightbrowser e2e + smoke tests

commerce

·
name
used in
●Shopifyheadless storefronts
●commercetoolsenterprise composable
●Contentfulheadless CMS
●emdash CMSgit-native headless CMS · TS-first
●Algoliasearch + recs

product

·
name
used in
●Linearissues, cycles
●Notiondocs + roadmaps
●Figmadesign + prototypes
●Dovetailuser research
← / → switch category·scroll

We manage on modern, reliable infrastructure.

Our team is fluent across the full infrastructure stack, cloud providers, container orchestration, CI/CD pipelines, and everything in between. We architect around what your product actually needs, not what we default to.

defaultshop.ai
claude — fish — 100×30

Our technology stack

hubblrv0.4.2·stack categories

languages

·
name
used in
●TypeScriptfrontend, edge runtimes, agent SDKs
●PythonFastAPI services, data pipelines, agents
●Gohigh-throughput services, infra glue
●SQLPostgres-first · Atlas migrations · dbt
●BashCI, deploys, day-to-day glue

ai

·
name
used in
●Claude CodeAI pair-programmer in the terminal
●MCP serversexpose internal tools to agents
●Gemini SDKlong-context multimodal, planning
●MastraTypeScript agent SDK
●Vercel AI SDKstreaming + tool-use on the edge
●Vercel Chat SDKproduction chat scaffold · resumable streams
●AI Gatewaymodel routing, observability, budgets
●v0AI-built UI scaffolds · ship to Vercel
●Langfuseproduction tracing + evals
●pgvectorRAG straight in Postgres

agentic commerce

·
name
used in
●Agent Commerce Protocolopen spec for agent-to-merchant transactions
●Stripe Agent Toolkitagent-issued payments + checkout APIs
●Browserbaseheadless browser-as-a-service for agents
●StagehandPlaywright + LLM, structured browser control
●Computer UseAnthropic desktop control · agentic shopping flows
●LangGraphagent state machines · tool routing
●MCP serversexpose product catalog + checkout to agents

backend

·
name
used in
●FastAPIPython · async · Pydantic-typed
●SQLAlchemy 2async ORM · asyncpg
●Pydanticschemas + validation everywhere
●Postgres 16primary store · jsonb · pgvector
●Atlasdeclarative schema · HCL migrations
●Connect RPCHTTP/JSON · gRPC · gRPC-Web from one .proto
●Rediscache · queues · pubsub

frontend

·
name
used in
●React + Vitefast dev loop, modern build
●Tailwind CSSdesign system in classes
●Radix UIaccessible primitives
●shadcn/uicopy-pastable components
●Framer Motioninteraction + transitions
●React Nativeshared codebase across iOS/Android

devops

·
name
used in
●Turborepomonorepo · cached pipelines
●pnpm + uvfast install for JS + Python
●Docker Composelocal stack in one command
●AWSprimary cloud · prod workloads
●Google Clouddata + ML stack
●Terraforminfra-as-code
●Vercelmarketing + edge functions

quality

·
name
used in
●TypeScriptstrict mode, every file
●Ruff + MypyPython lint + types
●BufProtobuf lint + breaking-change checks
●Pytest · Vitestunit + integration
●Playwrightbrowser e2e + smoke tests

commerce

·
name
used in
●Shopifyheadless storefronts
●commercetoolsenterprise composable
●Contentfulheadless CMS
●emdash CMSgit-native headless CMS · TS-first
●Algoliasearch + recs

product

·
name
used in
●Linearissues, cycles
●Notiondocs + roadmaps
●Figmadesign + prototypes
●Dovetailuser research
← / → switch category·scroll

We manage on modern, reliable infrastructure.

Our team is fluent across the full infrastructure stack, cloud providers, container orchestration, CI/CD pipelines, and everything in between. We architect around what your product actually needs, not what we default to.

defaultshop.ai
claude — fish — 100×30

Our technology stack

hubblrv0.4.2·stack categories

languages

·
name
used in
●TypeScriptfrontend, edge runtimes, agent SDKs
●PythonFastAPI services, data pipelines, agents
●Gohigh-throughput services, infra glue
●SQLPostgres-first · Atlas migrations · dbt
●BashCI, deploys, day-to-day glue

ai

·
name
used in
●Claude CodeAI pair-programmer in the terminal
●MCP serversexpose internal tools to agents
●Gemini SDKlong-context multimodal, planning
●MastraTypeScript agent SDK
●Vercel AI SDKstreaming + tool-use on the edge
●Vercel Chat SDKproduction chat scaffold · resumable streams
●AI Gatewaymodel routing, observability, budgets
●v0AI-built UI scaffolds · ship to Vercel
●Langfuseproduction tracing + evals
●pgvectorRAG straight in Postgres

agentic commerce

·
name
used in
●Agent Commerce Protocolopen spec for agent-to-merchant transactions
●Stripe Agent Toolkitagent-issued payments + checkout APIs
●Browserbaseheadless browser-as-a-service for agents
●StagehandPlaywright + LLM, structured browser control
●Computer UseAnthropic desktop control · agentic shopping flows
●LangGraphagent state machines · tool routing
●MCP serversexpose product catalog + checkout to agents

backend

·
name
used in
●FastAPIPython · async · Pydantic-typed
●SQLAlchemy 2async ORM · asyncpg
●Pydanticschemas + validation everywhere
●Postgres 16primary store · jsonb · pgvector
●Atlasdeclarative schema · HCL migrations
●Connect RPCHTTP/JSON · gRPC · gRPC-Web from one .proto
●Rediscache · queues · pubsub

frontend

·
name
used in
●React + Vitefast dev loop, modern build
●Tailwind CSSdesign system in classes
●Radix UIaccessible primitives
●shadcn/uicopy-pastable components
●Framer Motioninteraction + transitions
●React Nativeshared codebase across iOS/Android

devops

·
name
used in
●Turborepomonorepo · cached pipelines
●pnpm + uvfast install for JS + Python
●Docker Composelocal stack in one command
●AWSprimary cloud · prod workloads
●Google Clouddata + ML stack
●Terraforminfra-as-code
●Vercelmarketing + edge functions

quality

·
name
used in
●TypeScriptstrict mode, every file
●Ruff + MypyPython lint + types
●BufProtobuf lint + breaking-change checks
●Pytest · Vitestunit + integration
●Playwrightbrowser e2e + smoke tests

commerce

·
name
used in
●Shopifyheadless storefronts
●commercetoolsenterprise composable
●Contentfulheadless CMS
●emdash CMSgit-native headless CMS · TS-first
●Algoliasearch + recs

product

·
name
used in
●Linearissues, cycles
●Notiondocs + roadmaps
●Figmadesign + prototypes
●Dovetailuser research
← / → switch category·scroll

A fast moving team, fully enabled to deliver end to end.

In the new engineering era it's crucial that engineers are empowered to discover, scope and deliver features end to end while reducing dependencies to others. And we are a small team of opinionated people.

A fast moving team, fully enabled to deliver end to end.

In the new engineering era it's crucial that engineers are empowered to discover, scope and deliver features end to end while reducing dependencies to others. And we are a small team of opinionated people.

A fast moving team, fully enabled to deliver end to end.

In the new engineering era it's crucial that engineers are empowered to discover, scope and deliver features end to end while reducing dependencies to others. And we are a small team of opinionated people.

Testimonial

Case studies

Invested in Business Goals

To build a successful product organisation, it is essential senior leadership needs to find clarity on the business strategy and tools to communicate that to the teams.

Reduce Complexity to ship faster

The monorepo is back and we're here for it. Shipping fast means cutting technical setup complexity and human complexity, controlling what your team (including your agents) can consume and own.

Rich in experience, agnostic in language.

The best people you can have are those eager to learn, eager to unlearn, and who've seen software products break at scale. With agentic engineering, the right instincts matter more than which language you know.

Case studies

Invested in Business Goals

To build a successful product organisation, it is essential senior leadership needs to find clarity on the business strategy and tools to communicate that to the teams.

Reduce Complexity to ship faster

The monorepo is back and we're here for it. Shipping fast means cutting technical setup complexity and human complexity, controlling what your team (including your agents) can consume and own.

Rich in experience, agnostic in language.

The best people you can have are those eager to learn, eager to unlearn, and who've seen software products break at scale. With agentic engineering, the right instincts matter more than which language you know.

Case studies

Invested in Business Goals

To build a successful product organisation, it is essential senior leadership needs to find clarity on the business strategy and tools to communicate that to the teams.

Reduce Complexity to ship faster

The monorepo is back and we're here for it. Shipping fast means cutting technical setup complexity and human complexity, controlling what your team (including your agents) can consume and own.

Rich in experience, agnostic in language.

The best people you can have are those eager to learn, eager to unlearn, and who've seen software products break at scale. With agentic engineering, the right instincts matter more than which language you know.

Questions you might have

01

We already have an infrastructure team, why would we need this?

We understand that you have people managing this today. This isn't about replacing them, it's about taking the day-to-day operational load off their plate so they can focus on higher-value work, while we handle monitoring, maintenance, and reliability.

02

We're already on a cloud provider, do we have to migrate?

No. We work with your existing setup. If something needs changing we'll tell you why and let you decide.

03

What about GDPR and data residency?

We work exclusively with providers that guarantee European region hosting and meet German and EU data protection standards.

04

What if something breaks?

That's our problem, not yours. We monitor continuously and are on call when something needs attention.

Questions you might have

01

We already have an infrastructure team, why would we need this?

We understand that you have people managing this today. This isn't about replacing them, it's about taking the day-to-day operational load off their plate so they can focus on higher-value work, while we handle monitoring, maintenance, and reliability.

02

We're already on a cloud provider, do we have to migrate?

No. We work with your existing setup. If something needs changing we'll tell you why and let you decide.

03

What about GDPR and data residency?

We work exclusively with providers that guarantee European region hosting and meet German and EU data protection standards.

04

What if something breaks?

That's our problem, not yours. We monitor continuously and are on call when something needs attention.

Questions you might have

We already have an infrastructure team, why would we need this?

We understand that you have people managing this today. This isn't about replacing them, it's about taking the day-to-day operational load off their plate so they can focus on higher-value work, while we handle monitoring, maintenance, and reliability.

We're already on a cloud provider, do we have to migrate?
What about GDPR and data residency?
What if something breaks?

Final CTA