What We Do

Cloud, Data, and AI/ML engineering, delivered by senior engineers embedded with your team.

Cloud Foundations

Secure, scalable cloud, built right the first time and codified so your team can run it without us.

We design cloud architecture across AWS, Azure, and Google Cloud, codify it in Terraform or OpenTofu, and hand your team the operational documentation to run it confidently. Multi-cloud, hybrid, or single-cloud, we build for where you actually are, with the landing zones, governance, and FinOps to grow without losing control.

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  • Multi-cloud architectureacross AWS, Azure, and Google Cloud
  • Infrastructure as Codewith Terraform, OpenTofu, or CloudFormation
  • Landing zones and FinOpswith organization-level guardrails
  • Migration and modernizationfor existing workloads

Data Platform Engineering

Warehouses, lakehouses, and streaming pipelines you can actually trust.

Modern data platforms with the orchestration glue that holds them together. Snowflake, Databricks, BigQuery, Redshift, dbt, Airflow, Kafka, picked to fit your team and your data, not to look impressive on a slide. The pipelines you can actually trust to feed your analytics, your ML, and your customer-facing features.

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  • Warehouse and lakehouse architecturewith Snowflake, Databricks, BigQuery, or Redshift
  • Real-time streamingwith Kafka, Kinesis, and Pub/Sub
  • Orchestrationvia dbt, Airflow, Dagster, and Fivetran
  • Governance, lineage, and qualityframeworks that scale

Production AI/ML Systems

LLM applications and agents shipped with real engineering discipline, evals, observability, and audit.

AI/ML systems for production, not for the demo deck. We design, build, and operationalize LLM applications, retrieval-augmented generation (RAG) architectures, and agent systems with the same discipline you'd apply to any other production service. Internal copilots, customer-facing assistants, knowledge-retrieval workflows, we handle the architecture, the integrations, and the operational runbook.

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  • LLM architecturesacross OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, and open-source models
  • Retrieval-augmented generationwith embeddings, vector databases, and hybrid search
  • Agent and tool-use systemswith planning, memory, and guardrails
  • Evals and observabilityfor prompts, responses, and cost

CI/CD & Governance

Software delivery pipelines that ship faster without bypassing safety, audit, or rollback.

We build CI/CD, GitOps, and internal developer platforms with the same operational rigor we apply to the application code itself. Automated tests, policy gates, progressive delivery, rollback, and audit by default. The patterns that let engineering teams ship daily without breaking production or compliance.

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  • CI/CD pipeline designwith GitHub Actions, GitLab CI, Argo, or Jenkins
  • GitOps deploymentvia Argo CD or Flux
  • Policy as Codewith OPA, Sentinel, and Checkov
  • Internal developer platformswith Backstage and golden-path templates

Reliability Engineering

From reactive firefighting to engineered reliability your customers actually feel.

Monitoring, logging, and tracing infrastructure that keeps systems running, plus the SRE practices that turn incidents into engineering improvements. SLOs your customers can measure, error budgets your roadmap actually respects, and an on-call rotation that doesn't burn people out.

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  • Monitoring and alertingwith Datadog, Grafana, New Relic, or Splunk
  • Distributed tracingwith OpenTelemetry
  • SLO/SLI and error budgetswired to engineering priorities
  • Incident responsewith runbooks, on-call, and postmortem culture

Cloud Security & Compliance

Security built into the platform, with evidence collected automatically, not monthly.

We help teams achieve and maintain SOC 2, ISO 27001, HIPAA, and PCI-DSS compliance with audit infrastructure that produces evidence continuously. Identity, secrets, encryption, and audit, architected into the platform from day one instead of bolted on the week before an audit.

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  • Cloud security architectureacross AWS, Azure, and Google Cloud
  • Identity and access managementwith SAML, OIDC, LDAP, Okta, and Azure AD
  • Encryption at rest and in transitwith KMS, HSM, and customer-managed keys
  • SOC 2, ISO 27001, HIPAA, PCI-DSSframeworks with continuous evidence collection

We also build software

Many of the operational patterns we deliver in consulting engagements, versioned changes, approval workflows, audit trails, rollback, we've also distilled into a product. Simcha DB Studio is our flagship.

Currently shipping · In private beta

Simcha DB Studio

A unified database IDE and Database DevOps workspace. Connect to every major database your team runs, query and visualize data, ship schema changes through approvals, and keep a full audit trail, all in one product.

If you're already engaged with us on Cloud, Data, or AI/ML work, DB Studio plugs into the same operational model. If you're not, it's a great way to see how we think about engineering tooling.

Learn about DB Studio Request beta access

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