AWS Partner Cloud Engineering · AI/ML · Managed Operations

Cloud engineering and AI/ML services on AWS

Rabbit Cloud is an AWS partner delivering cloud migration, platform engineering, managed operations, data platforms and AI/ML solutions for enterprises and software companies. We design, build and operate production workloads on AWS to enterprise standards of security, reliability and cost governance.

  • AWS-certified architects and engineers
  • Delivery aligned to the AWS Well-Architected Framework
  • Security and compliance designed into every engagement
  • Engagements structured to AWS partner programme requirements
Engagement lifecycle
AssessDiscovery, Well-Architected review, target architecture and cost model
AlignEngagement structured to AWS partner programme requirements
BuildProof of concept, then production platform delivery
OperateSLO-governed operations, 24x7 response and FinOps review
50+certified cloud and AI engineers
280+projects delivered
6+years delivering on AWS
4 wkstypical proof-of-concept duration

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Services

Cloud engineering across the AWS workload lifecycle

Rabbit Cloud delivers migration and modernization, platform engineering, managed operations, data platforms, security and compliance, cost optimisation and applied AI. Engagements are delivered by senior engineering teams under a single accountable lead.

Cloud Migration & Modernization

Structured migration of on-premises, VMware and hosted estates to AWS, with modernization where it delivers measurable value.

Service detail

DevOps & Platform Engineering

Internal developer platforms, infrastructure as code and delivery pipelines built to enterprise standards.

Service detail

Cloud Operations & SRE

Managed operations for production AWS workloads, governed by service level objectives.

Service detail

Generative AI & Machine Learning

Production AI and ML systems on Amazon Bedrock and SageMaker, delivered with evaluation, governance and cost control.

Service detail

Data Engineering & Analytics

Governed data platforms on AWS that serve analytics, reporting and AI workloads from a single source.

Service detail

Cloud Security & Compliance

Well-Architected reviews, security architecture and compliance readiness for regulated workloads on AWS.

Service detail
View all services
Case studies

Selected engagements

Engagements across healthcare, financial services, payments, logistics, retail and media, each linked to the solution or service line it was delivered under.

Healthcare SaaSClient engagement · anonymised
Multi-tenant EHR and practice-management platform

HIPAA-aligned AI documentation layer for a multi-tenant EHR platform

A four-week proof of concept progressed to a production rollout plan, supported by an itemised production cost model in which AI and ML services represented the substantial majority of the workload.

Related solution: Clinical & Contact-Centre Voice Intelligence
4 weeksproof of concept to first release
Per-tenantisolation and key management
Direct-to-Consumer RetailRepresentative
E-commerce and subscription retailer

One-third reduction in AWS run-rate with no impact on the product roadmap

Run-rate reduced by approximately one third within a quarter with no feature work deferred, supported by a monthly FinOps cadence that has sustained the result.

Related service: FinOps & Cost Optimization
~33%run-rate reduction in one quarter
100%of spend attributed to an owner
View all case studies
AWS partner programmes

Programme enablement

AWS operates partner programmes that can offset part of the cost of qualifying assessment, migration, modernization and AI engagements. Rabbit Cloud structures eligible engagements to programme requirements and coordinates with the client's AWS account team, so that the commercial benefit is realised without adding administrative effort on the client side.

  • Workload alignment with applicable AWS partner programmes assessed at engagement outset
  • Engagement scope and documentation structured to programme requirements
  • Single point of coordination with the AWS account team
  • Outcome reporting on completion

Programme availability, eligibility criteria and terms are determined by AWS and are subject to change. Rabbit Cloud assesses alignment per workload and does not guarantee programme outcomes.

Engagement approach

A structured path from assessment to operations

Engagements are staged so that scope, cost and outcomes are defined before each commitment. Most clients begin with a discovery workshop or an assessment and progress to build and managed operations.

Discovery

A structured workshop with the client's engineering and business stakeholders, producing a dependency map, a risk register and a prioritised shortlist of workloads.

Assessment and business case

Well-Architected Review, target architecture and a cost model built in the AWS Pricing Calculator, so that scope, cost and outcomes are defined before commitment.

Programme alignment

Where a workload qualifies for an AWS partner programme, the engagement is structured accordingly and coordinated with the client's AWS account team before build commences.

Proof of concept

A fixed-scope, fixed-price engagement of typically four weeks, delivering working software against success criteria agreed in writing before commencement.

Production build

Delivery of the production platform: infrastructure as code, delivery pipelines, observability, security guardrails and documentation, handed over for client ownership.

Operate and optimise

SLO-governed managed operations, monthly FinOps review and quarterly architecture review as the workload evolves.

Why Rabbit Cloud

Enterprise delivery standards

Senior engineering teams

Engagements are scoped, delivered and reviewed by senior architects and engineers. Small accountable teams, no layered handoffs.

Defined scope and outcomes

Proof-of-concept and assessment engagements are fixed in scope and price, with success criteria agreed in writing before commencement.

Security and compliance by design

HIPAA, SOC 2, PCI DSS and data-residency requirements are addressed in the initial architecture, not retrofitted at audit.

Transparent economics

Cost per tenant, per document and per model invocation is modelled before build, so operating cost is known before commitment.

Get in touch

Discuss your AWS initiative with our team

Schedule a consultation with a Rabbit Cloud solutions architect to review your objectives, current environment and the options available, including AWS programme eligibility.