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AWS & Cloud Partners

Cloud & DevOps Company in Leeds

Leeds is one of the UK's fastest-growing digital economies, with a thriving fintech corridor and a major NHS digital hub driving healthcare innovation. The city's enterprise software and GovTech sectors attract top talent from its leading universities, while its digital media scene continues to expand rapidly. Our Leeds team builds robust solutions for the North of England's most innovative organisations.

2018
Founded
500+
Projects Delivered
200+
Engineers, Edmonton + Chandigarh
24/7
Build Coverage

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Codazz — Top Generative AI Company on Clutch 2026
4.9/5
Clutch Rating
500+
Projects Delivered
ISO
27001 Certified
SOC II
Compliant
99%
Client Satisfaction
AWS Advanced Tier PartnerSOC II CompliantISO 27001 CertifiedWebby Award Honoree
Service Overview

Cloud & DevOps Solutions for Leeds Businesses

Leeds sits at the centre of UK financial services and NHS digital infrastructure outside London, with cloud workloads that carry real regulatory weight. First Direct (HSBC subsidiary headquartered at Stourton), Yorkshire Bank and Virgin Money UK (now Virgin Money UK plc), Yorkshire Building Society in Bradford and Skipton Building Society north of the city, Leeds Building Society on Albion Street, MoneySuperMarket nearby, ASDA HQ in Leeds (Walmart-owned) and the Bank of England's cash centre run banking and retail platforms that must satisfy FCA Consumer Duty, PRA operational resilience SS1/21, and Bank of England cyber rules. NHS Digital is headquartered in Leeds, running the Spine, e-Referral Service, Electronic Prescription Service, and the digital backbone of NHS England, which means a meaningful slice of UK health cloud spend gets architected from Quarry Hill. Codazz builds and operates cloud and DevOps platforms for Leeds founders, building societies, NHS trusts, and Channel 4 ecosystem media firms (Channel 4 moved its national HQ to Leeds in 2019 under Ofcom's Out of London quota). We ship AWS, Azure, and GCP UK-region landing zones, FCA-aligned change management, NHS DTAC and DCB0129/DCB0160 documentation packs, and GBP fixed-fee proposals priced for Yorkshire procurement reality, not London consultancy rates. Engineers run a UK working day, coordinate with Leeds and Leeds Beckett University data science teams when relevant, and ship audit trails the FCA Consumer Duty reviewer and NHS England clinical safety officer can both sign off without a follow-up engagement.

Leeds is one of the UK's fastest-growing digital economies, with a thriving fintech corridor and a major NHS digital hub driving healthcare innovation. The city's enterprise software and GovTech sectors attract top talent from its leading universities, while its digital media scene continues to expand rapidly. Our Leeds team builds robust solutions for the North of England's most innovative organisations.

Why Cloud & DevOps in Leeds?

Leeds, England is a thriving hub for technology and innovation. Businesses here demand top-tier cloud & devops solutions that can compete on a global stage while addressing local market needs. Our team combines deep technical expertise with an understanding of Leeds's unique business landscape to deliver solutions that drive measurable results.

8+
Years Experience
24
Countries Served
200+
Engineers

What You Get

Custom-built solutions tailored to your business
Dedicated project manager in your timezone
Agile development with weekly sprint demos
Full source code ownership from day one
Comprehensive QA and security testing
90-day post-launch support included
NDA and IP protection guaranteed
Fixed-price or flexible engagement models
What We Build

Cloud & DevOps Services We Offer in Leeds

Leeds cloud demand splits cleanly into FinServ rigour and NHS clinical safety, and our DevOps practice is shaped around both. We design AWS Landing Zone, Azure Enterprise Scale, and GCP foundation deployments in eu-west-2 (London) and UK South with Terraform, Pulumi, or Bicep, applying CIS UK benchmarks and FCA SS1/21 operational resilience controls from day one. Kubernetes platforms (EKS, AKS, GKE) ship with OPA Gatekeeper, Kyverno, or Pod Security Standards configured for FCA workloads, plus full GitOps via Argo CD or Flux. CI/CD pipelines on GitHub Actions, Azure DevOps, or GitLab include mandatory SAST, SCA, IaC scanning (Checkov, tfsec, Snyk), and four-eye change approval suitable for Bank of England-supervised platforms. For NHS clients we add DCB0129 hazard logs, DCB0160 clinical risk management documentation, MHRA SaMD-aligned release notes, and the UKCA marking trail when the build is a medical device. Observability ships with Grafana, Prometheus, Datadog, or New Relic plus ELK or Loki for log retention that survives an FCA Section 166 review.

01
☁️

AWS Cloud Architecture & Migration

Design and implement production-grade AWS architectures using EC2, ECS, Lambda, RDS, and S3. We handle full cloud migrations with zero-downtime strategies, cost optimization, and Well-Architected Framework compliance for reliable, scalable infrastructure.

AWSEC2LambdaRDSCloudFormation
02
🐳

Kubernetes & Container Orchestration

Deploy and manage containerized applications with Kubernetes on EKS, GKE, or self-managed clusters. We set up auto-scaling, service mesh, monitoring, and GitOps workflows to keep your microservices running reliably at any scale.

KubernetesDockerHelmIstioArgoCD
🔄

CI/CD Pipeline Automation

Automate your build, test, and deployment workflows with GitHub Actions, GitLab CI, or Jenkins for faster, more reliable releases.

📋

Infrastructure as Code (IaC)

Manage your entire infrastructure with Terraform, Pulumi, or CloudFormation for reproducible, version-controlled environments.

📈

Performance & Cost Optimization

Reduce cloud costs by 30-50% with right-sizing, reserved instances, spot fleets, and architectural optimization reviews.

🔒

Security & Compliance

Implement cloud security best practices with IAM policies, VPC design, encryption, and compliance frameworks like SOC 2 and SOC 2.

Industry Expertise

Cloud & DevOps for Leeds's Key Industries

Two industries dominate Leeds cloud demand and we ship inside both regularly. UK financial services centred on First Direct, Yorkshire Bank/Virgin Money, Yorkshire Building Society, Skipton Building Society, Leeds Building Society, MoneySuperMarket, and the Bank of England cash centre means FCA Consumer Duty (effective July 2023 for new and existing products), PRA SS1/21 operational resilience with Important Business Service identification and impact tolerance setting, FCA Senior Managers and Certification Regime (SMCR) attestable cloud ownership, and Bank of England Outsourcing and Third Party Risk Management policy SS2/21. We build with FCA Cloud Guidance FG16/5 in mind, including exit plans, sub-outsourcing registers, and tested DR. NHS Digital and the wider Leeds health cluster (Leeds Teaching Hospitals NHS Trust, Mid Yorkshire NHS Trust, the new NHS England HQ post-Health and Care Act 2022 merger) require NHS DTAC compliance, DCB0129 manufacturer clinical risk management, DCB0160 deployment clinical risk management, NHS Information Governance Toolkit, and Cyber Essentials Plus. Channel 4's Leeds HQ and the wider media cluster (True North, ITV Leeds, Sky Yorkshire) buy cloud transcoding, BBC R&D-aligned IMF workflows on AWS MediaConvert, and broadcast resilience. ASDA HQ (Walmart) buys retail commerce cloud at petabyte scale.

💳
FintechCloud & DevOps Solutions
🏥
Healthcare ITCloud & DevOps Solutions
🏛️
GovTechCloud & DevOps Solutions
🚀
Enterprise SoftwareCloud & DevOps Solutions
🎬
Digital MediaCloud & DevOps Solutions
Our Process

Our Cloud & DevOps Development Process

Discovery opens with a regulatory mapping workshop, not a sprint zero. We classify the workload under FCA Consumer Duty, PRA SS1/21 operational resilience, NHS DTAC, MHRA SaMD where applicable, and UK GDPR with the ICO. Yorkshire Building Society and Leeds Building Society procurement teams ask for Important Business Service mapping and severe-but-plausible scenario testing under SS1/21, so we produce that material before any infrastructure is provisioned. Build sprints run two weeks on UK time from our Edmonton hub coordinated through New York early afternoon, with daily standups at 09:00 GMT and weekly steering with the client CTO or CIO. Deployments use blue-green or canary patterns through Argo Rollouts or Flagger, gated by automated SLO checks. Every release ships with a runbook, an FCA-compliant change record, and (for NHS workloads) a refreshed DCB0129 hazard log signed by the client's Clinical Safety Officer. Our exit criteria include a documented disaster recovery exercise, not just a pass on the smoke test.

01

Infrastructure Assessment

1-2 Weeks

We audit your current infrastructure, identify bottlenecks, evaluate cloud readiness, and design a target architecture with cost projections.

Deliverables
Infrastructure Audit ReportCloud Readiness AssessmentTarget Architecture DiagramCost Estimate & Comparison
02

Architecture Design

1-2 Weeks

Design the cloud architecture following AWS Well-Architected Framework principles with networking, security, and high-availability configurations.

Deliverables
Architecture Design DocumentNetwork TopologySecurity ArchitectureDisaster Recovery Plan
03

Implementation & Migration

4-8 Weeks

Provision infrastructure with IaC, set up CI/CD pipelines, containerize applications, and execute the migration with rollback strategies.

Deliverables
IaC Codebase (Terraform)CI/CD PipelinesContainerized ApplicationsMigration Runbook
04

Testing & Validation

1-2 Weeks

Load testing, failover testing, security scanning, and performance benchmarking to validate the new infrastructure meets all requirements.

Deliverables
Load Test ResultsFailover Test ReportSecurity Scan ReportPerformance Benchmarks
05

Monitoring & Handoff

1 Week

Set up comprehensive monitoring with alerting, create runbooks for common operations, and train your team on managing the new infrastructure.

Deliverables
Monitoring DashboardsAlert ConfigurationOperations RunbookTeam Training Session
Technology

Technologies We Use for Cloud & DevOps

Default UK regions are AWS eu-west-2 (London), Azure UK South (London) and UK West (Cardiff), GCP europe-west2 (London). For FCA workloads requiring active-active across UK regions we pair eu-west-2 with eu-west-1 (Dublin) and configure data residency tags to keep PII in the UK except where explicitly allowed under standard contractual clauses. Container platforms run on EKS, AKS, or GKE with Karpenter or Cluster Autoscaler. IaC is Terraform Cloud with state in S3 plus DynamoDB locks, OpenTofu where licensing matters. Secrets sit in AWS Secrets Manager, Azure Key Vault, or HashiCorp Vault with Cyberhaven or Wiz scanning the estate for misconfig. CI/CD uses GitHub Actions self-hosted runners, Azure DevOps, GitLab CI, or Harness. For NHS Spine integration we use the Message Exchange for Social Care and Health (MESH), Spine FHIR APIs, and NHS Identity (CIS2). Observability is Datadog, Grafana Cloud, New Relic, or self-hosted Prometheus plus Loki with OpenTelemetry instrumentation. Cost guardrails use AWS Budgets, Azure Cost Management, and Kubecost.

Cloud Platforms
AWSGoogle CloudAzureDigitalOceanCloudflare
Cloud Platforms
AWS · Google Cloud · Azure · DigitalOcean +1 more
Containers & Orchestration
Docker · Kubernetes · Helm · ArgoCD +1 more
IaC & CI/CD
Terraform · Pulumi · GitHub Actions · GitLab CI +1 more
Monitoring & Observability
Datadog · Prometheus · Grafana · PagerDuty +1 more
Why Choose Us

Why Leeds Businesses Choose Codazz for Cloud & DevOps

We combine world-class engineering with local market understanding to deliver cloud & devops solutions that drive real business outcomes.

🏦

Yorkshire FinServ Native

We have shipped FCA-regulated cloud platforms inside the First Direct, Yorkshire Bank/Virgin Money, Leeds Building Society, Yorkshire Building Society, and Skipton Building Society ecosystem. SS1/21 operational resilience, Consumer Duty product governance, and Bank of England SS2/21 outsourcing are part of the standard delivery, not an afterthought added in week eighteen.

🏥

NHS Digital Compliant

DCB0129, DCB0160, NHS DTAC, MHRA SaMD, UKCA marking, IG Toolkit, and Spine integration come as standard. Our engineers have shipped through NHS England and Leeds Teaching Hospitals procurement, with hazard logs and clinical safety case reports countersigned by client Clinical Safety Officers without an iterative rewrite.

📺

Channel 4 Media Cloud

Channel 4 moved its national HQ to Leeds in 2019 under the Ofcom Out of London quota, anchoring a media cluster (True North, ITV Leeds, Sky Yorkshire) that buys broadcast-grade cloud transcoding, IMF workflows on AWS MediaConvert, and resilient origin platforms. We ship that infrastructure with the same FCA-style change discipline.

💷

Yorkshire Procurement Reality

Leeds buyers do not pay London consultancy rates and procurement cycles run through the building society or NHS trust framework, not enterprise sales. We quote fixed-fee in GBP, ship via NHS DTAC or the relevant FCA-supervised process, and our engineers know the difference between a Yorkshire CFO conversation and a Canary Wharf pitch.

📍

Local Expertise

Our team understands the regulatory landscape, business culture, and user expectations specific to your city. We combine global engineering standards with hyper-local market knowledge to build products that resonate with your target audience from day one.

📈

Proven Track Record

With 500+ projects delivered across 24 countries since 2018, we bring battle-tested processes and domain expertise to every engagement. Our client retention rate of 94% speaks to the long-term partnerships we build, not just one-off projects.

👥

Dedicated Team

Every project gets a dedicated cross-functional team including a project manager, lead architect, senior developers, QA engineers, and a DevOps specialist. No freelancers, no outsourcing your project to third parties - your team is your team throughout.

🛠️

Post-Launch Support

Our relationship does not end at deployment. We provide 90 days of complimentary post-launch support, proactive monitoring, performance optimization, and a dedicated Slack channel for your team. Most clients continue with our maintenance retainer plans.

Featured Results

Real Results from Real Projects

We measure success by the impact we create. Here are three recent projects that showcase our cloud & devops capabilities.

💳
FinTech

Digital Banking Platform

Built a full-stack digital banking app with real-time payments, biometric auth, and PCI-DSS compliance. Scaled from 0 to 100K+ active users within 8 months of launch.

4.9★
App Store Rating
100K+
Active Users
99.99%
Uptime SLA
React NativeNode.jsAWSStripe
🛒
E-Commerce

Omnichannel Retail Platform

Designed and developed a headless commerce platform integrating 12 sales channels with unified inventory, AI-powered recommendations, and sub-second page loads globally.

3x
Revenue Growth
340%
Conversion Lift
<0.8s
Load Time
Next.jsShopify PlusAlgoliaVercel
🏥
Healthcare

Telehealth & Patient Portal

Delivered a HIPAA-compliant telehealth platform with video consultations, EHR integration, e-prescriptions, and a patient portal serving 50K+ patients across 200+ providers.

HIPAA
Compliant
50K+
Patients Served
4.8★
Provider Rating
ReactPythonFHIRAzure
FAQs

Frequently Asked Questions About Cloud & DevOps in Leeds

Have a question not listed here? Reach out to our team and we will get back to you within 4 hours.

Ask a Question

Platform engagements in Leeds are quoted against the resilience bar you have to clear: a scoped AWS, Azure, or GCP landing zone with Terraform, GitOps, CI/CD, and FCA-aligned governance baseline at Leeds market rates; a migration of an existing UK financial services or NHS workload to a fully managed Kubernetes platform with FCA SS1/21 evidence, DCB0129 clinical safety documentation, and observability; or a multi-region active-active build for First Direct or Yorkshire Building Society scale firms with Bank of England-tier resilience requirements. Scope drivers include data volume and integration count. Leeds rates sit below London but above Manchester and Newcastle because of the FinServ and NHS Digital talent concentration. We quote fixed-fee, not open T and M.

Yes. We have walked Yorkshire-cluster building societies and challenger banks through SS1/21 Important Business Service mapping (the FCA expects firms to identify IBS and set impact tolerances for severe but plausible disruption), severe-but-plausible scenario design with named cloud-specific failures (regional outage, IAM compromise, control plane degradation, third-party SaaS failure), and the self-assessment due to the PRA. Cloud workloads contributing to an IBS get tagged in AWS or Azure, mapped against impact tolerance, paired with tested recovery runbooks, and reviewed against FCA FG16/5 cloud guidance plus PRA SS2/21 outsourcing. Our deliverables include the IBS register, scenario test reports with timing evidence, the FCA-friendly exit plan, sub-outsourcing register, and a board-pack summary aligned with the SMCR senior manager owning operational resilience.

Yes. NHS Digital, Leeds Teaching Hospitals, and other NHS trusts buying cloud-hosted clinical systems require DCB0129 (clinical risk management by the manufacturer of health IT) and DCB0160 (clinical risk management by the deploying organisation) under the NHS Data Coordination Board standards. Our delivery includes the hazard log, clinical safety case report, evidence of safe systems engineering, integration with the trust's Clinical Safety Officer, and traceability from hazard to mitigation to verification. Where the software qualifies as a Software as a Medical Device (SaMD) under MHRA rules we add UKCA marking documentation, ISO 14971 risk management, and IEC 62304 software lifecycle evidence. We have shipped through NHS DTAC (Digital Technology Assessment Criteria) procurement multiple times and know which boxes the assurance team actually reads versus those they tick.

We default to UK regions: AWS eu-west-2 (London), Azure UK South (London) and UK West (Cardiff), GCP europe-west2 (London). For workloads with active-active resilience requirements (most FCA Tier 1 financial services and NHS Tier 1 clinical) we pair UK South with UK West (Azure) or eu-west-2 with a UK-classified DR pattern. Cross-border processing to EU regions like eu-west-1 (Dublin) is acceptable under UK GDPR Article 46 and the UK-EU adequacy decision (renewed 2025), but we explicitly classify and tag data flows and produce the Transfer Risk Assessment if any personal data leaves the UK. PHI under NHS contracts stays in UK regions with end-to-end encryption and customer-managed keys. We document residency in the Information Asset Register and the FCA cloud outsourcing notification.

A typical Leeds building society or challenger bank migration from a legacy three-tier stack to EKS or AKS with FCA-aligned controls runs sixteen to twenty-eight weeks. Weeks 1 to 4 cover discovery, FCA Consumer Duty and SS1/21 mapping, plus a pilot landing zone. Weeks 5 to 14 cover application containerisation, GitOps platform build, secrets and IAM, and a non-production environment that mirrors UAT. Weeks 15 to 20 cover production deployment with blue-green or canary cutover, SS1/21 scenario test, and DR exercise. Weeks 21 onward cover handover, runbook signoff, and the formal Section 166 readiness review. Yorkshire Building Society, Skipton Building Society, and Leeds Building Society timelines are usually constrained by their internal change advisory board cadence rather than engineering. We have shipped at this cadence inside the Yorkshire FinServ cluster.

Yes. NHS Digital's Spine (the national EHR backbone hosted in Leeds), MESH (Message Exchange for Social Care and Health), CIS2 (NHS Identity and Care Identity Service single sign-on), and the Spine FHIR APIs are bread-and-butter for Leeds health cloud projects. We hold the necessary technical knowledge to run NHS endpoint certificate enrolment, integration test against the NHS Integration Environment, complete the IG Toolkit, and document the integration in the DCB0129 hazard log. Our team has shipped Spine-integrated workloads with clinical data flowing through GP Connect, e-Referral Service, Electronic Prescription Service, Summary Care Record, and Personal Demographics Service. Production rollout follows the NHS England Live Service approval pipeline with controlled go-live and a clinical safety officer countersignature.

Leeds CFOs ask about cloud cost the same week the platform goes live, so we instrument FinOps from sprint one. We tag every resource with Application, Environment, CostCentre, DataClassification, and OwnerSMCR (for FCA workloads) so cost allocation back to a profit-and-loss centre is automatic. AWS Cost Explorer, Azure Cost Management, GCP Billing, and Kubecost feed weekly cost reviews. Reserved Instances, Savings Plans, and Committed Use Discounts are sized after a four-week steady-state baseline. We benchmark against the FinOps Foundation maturity model and ship a quarterly anomaly detection rule set in Datadog or CloudWatch. Yorkshire-cluster clients typically see twenty to forty percent cost reduction in the first six months after migration, with the larger wins coming from right-sizing rather than commit discounts.

Yes. Our managed service is staffed by the same engineers who built the platform, working UK hours from our Edmonton hub via the New York office for EST coverage and Chandigarh for follow-the-sun on-call. SLAs cover platform availability, deployment lead time, change failure rate, and mean time to recovery against DORA metrics. For FCA Consumer Duty workloads we add a quarterly operational resilience review against SS1/21, a refreshed exit plan, and FCA-friendly board reporting. For NHS workloads the retainer includes a refreshed DCB0129 hazard log per quarter and an annual clinical safety case revision. Pricing is fixed monthly, scoped against the platform inventory, and includes capacity for emergency change requests. Leeds clients usually retain us for twelve to thirty-six months and we typically transition platform ownership to an internal team between months eighteen and twenty-four.

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Other Services We Offer in Leeds

Looking for a different service? Explore our full range of technology solutions available in Leeds.

Mobile Apps in Leeds
Web Dev in Leeds
AI / ML in Leeds
Design in Leeds

Explore Our Cloud & DevOps Specializations

Dive deeper into our specialized cloud & devops offerings.

AWS Cloud ServicesKubernetes & DockerCI/CD AutomationInfrastructure as CodeCloud Cost Optimization

Cloud & DevOps in Other Cities

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Start Your Cloud & DevOps Project in Leeds

Leeds sits at the centre of UK financial services and NHS digital infrastructure outside London, with cloud workloads that carry real regulatory weight. First Direct (HSBC subsidiary headquartered at Stourton), Yorkshire Bank and Virgin Money UK (now Virgin Money UK plc), Yorkshire Building Society in Bradford and Skipton Building Society north of the city, Leeds Building Society on Albion Street, MoneySuperMarket nearby, ASDA HQ in Leeds (Walmart-owned) and the Bank of England's cash centre run banking and retail platforms that must satisfy FCA Consumer Duty, PRA operational resilience SS1/21, and Bank of England cyber rules. NHS Digital is headquartered in Leeds, running the Spine, e-Referral Service, Electronic Prescription Service, and the digital backbone of NHS England, which means a meaningful slice of UK health cloud spend gets architected from Quarry Hill. Codazz builds and operates cloud and DevOps platforms for Leeds founders, building societies, NHS trusts, and Channel 4 ecosystem media firms (Channel 4 moved its national HQ to Leeds in 2019 under Ofcom's Out of London quota). We ship AWS, Azure, and GCP UK-region landing zones, FCA-aligned change management, NHS DTAC and DCB0129/DCB0160 documentation packs, and GBP fixed-fee proposals priced for Yorkshire procurement reality, not London consultancy rates. Engineers run a UK working day, coordinate with Leeds and Leeds Beckett University data science teams when relevant, and ship audit trails the FCA Consumer Duty reviewer and NHS England clinical safety officer can both sign off without a follow-up engagement.

NDA on Day 1
Fixed-Price Guarantee
48hr Proposal
Secure Data Residency
Average response time: 4 hours
Selected Projects

Latest Work

📱 Mobile Apps🌐 Web Platforms🤖 AI Products💰 FinTech🏥 HealthTech🛒 E-Commerce📚 EdTech🚚 Logistics🏠 Real Estate🎮 Gaming
📱 Mobile Apps🌐 Web Platforms🤖 AI Products💰 FinTech🏥 HealthTech🛒 E-Commerce📚 EdTech🚚 Logistics🏠 Real Estate🎮 Gaming
Web Design3D Animation
01

Rapida

Delivery Service Platform

A high-performance delivery platform with real-time tracking and immersive 3D visualizations.

UI/UXSecurity
02

Fynsec

Cybersecurity Dashboard

Enterprise-grade security dashboard with real-time threat monitoring and analytics.

E-CommerceCreative
03

Pallet Ross

Art Marketplace

A curated marketplace connecting artists with collectors worldwide.

Mobile DevFlutter
04

Rapida Mobile

iOS/Android App

Cross-platform mobile experience with live delivery tracking and notifications.

APIMicroservices
05

Fynsec API

Backend Infrastructure

Scalable microservices architecture handling millions of security events daily.

Admin PanelAnalytics
06

Pallet Ross Admin

CMS Dashboard

Comprehensive content management system with advanced analytics and reporting.

01 / 06

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Our Work

Products That Users Actually Love.

200+ products shipped across fintech, healthcare, e-commerce, and SaaS — built to scale, designed to convert.

Mobile App

FinTech Trading Platform

FinTech Startup

Results
2.1B+ Transactions
50ms Latency
4.8★ Rating
Technology
React NativeNode.jsAWS
Healthcare App

Telehealth Solution

Healthcare Network

Results
120+ Clinics
500K Consultations
HIPAA Certified
Technology
SwiftKotlinGCP
Mobile Platform

E-Commerce Marketplace

E-Commerce Brand

Results
85K MAU
28% Conversion
$12M GMV
Technology
FlutterGoMongoDB