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As a seasoned Financial Analyst and Python Solutions Architect, I bring a unique blend of traditional financial acumen and cutting-edge technological expertise. My journey through premier institutions has equipped me with a profound understanding of finance, statistics, and financial modeling. Coupled with my extensive experience in Python development, I create tailored, automated solutions that transform complex financial data into actionable insights and streamline workflows. My versatility extends beyond finance and coding. I am also adept at business process management, guiding organizations through the entire BPM lifecycle from meticulous modeling to strategic optimization. This comprehensive skill set enables me to deliver holistic solutions that enhance operational efficiency and drive strategic decision-making.

I help founders, CFOs, finance teams, and operators turn complex financial and operational data into clear decisions, reliable models, dashboards, and AI-powered automation systems. My profile is hybrid: **15+ years in senior finance, financial modelling, FP&A, reporting, valuation, risk analysis, and business performance**, combined with strong hands-on technical ability in **Python, SQL, Excel, Power Query, dashboards, data pipelines, and AI workflow design**. I am not only a finance analyst, and I am not only a developer. I sit between both worlds. That means I can understand the business problem, build the model or system, challenge the assumptions, automate the workflow, and explain the output in plain language for decision-makers. What I can help you with: **Financial modelling & strategic finance** * SaaS pricing and unit economics * Financial projections and cash-flow models * Budgeting and forecasting * Company valuation and scenario analysis * Board/investor reporting * Profitability and margin analysis * Fractional CFO / FP&A support * Cost control, working capital, and business performance analysis **Finance operations & reporting** * Monthly management reporting * KPI dashboards * Budget vs actual analysis * Cash-flow visibility * Revenue, margin, and customer profitability * Reconciliation logic and financial controls * Multi-entity reporting and consolidation * Process improvement and finance automation **AI, data, and automation** * Python automation and data pipelines * SQL-based analytics and reporting * AI agents for finance and operations * OpenAI / Claude API workflows * Streamlit dashboards and internal tools * Excel / Google Sheets automation * RAG, structured outputs, and AI-assisted reporting * n8n, workflow automation, and API integrations Relevant background: * Senior finance and reporting experience across complex international environments * Financial reporting and data management across 140+ legal entities in 51 countries * Institutional finance experience including portfolio reporting, valuation, IFRS topics, and risk analysis * Current data engineering / business data analyst experience in a Databricks environment * Platform economics and financial performance strategy for AI / marketplace-style businesses * AI architect work for operational control-tower systems combining sales, production, forecasting, and recommendations Typical projects I am a strong fit for: * “We need a financial model investors can trust.” * “Our reports are messy and nobody trusts the numbers.” * “We need a dashboard that explains what is really happening.” * “We want to automate a finance or operations workflow.” * “We need an AI agent that turns data into recommendations.” * “We need pricing, margin, or unit economics analysis.” * “We need a senior finance person who can also build the technical solution.” My working style is structured, analytical, and direct. I do not just produce spreadsheets or code. I focus on the decision the client needs to make, the assumptions behind it, the risks, and the practical next step. If the numbers do not work, I will say so. If a process is fragile, I will explain why. If AI is useful, I will use it carefully. If deterministic logic is safer than AI, I will keep the calculation controlled and auditable. I am based in Switzerland and work remotely with clients internationally. I am comfortable with async collaboration, clear milestones, documentation, and executive-level communication.

👋 Hi, I'm Ana, an AI Automation Engineer, AI Agent Developer, Cloud DevSecOps Architect, Solutions Architect, MLOps Engineer, and FinOps Consultant. I build AI agents, AI automation systems, Voice AI applications, RAG chatbots, MCP servers, and enterprise workflows that automate business operations, reduce costs, and save hundreds of hours of manual work every month. I don't just build AI agents, I design, deploy, monitor, secure, and scale production-ready AI systems using Kubernetes, cloud-native architectures, observability, and DevSecOps best practices. Trusted by enterprise teams including Swisscom, Spitch, Abbott, Johnson & Johnson, and Jabil. I help startups, SaaS companies, enterprises, and agencies build production-ready AI solutions using OpenAI, Claude, Anthropic, LangGraph, LangChain, CrewAI, MCP, n8n, Make, Python, Kubernetes, AWS, Azure, and GCP. Whether you need an AI agent, chatbot, AI workflow automation, Retrieval-Augmented Generation (RAG), Voice AI assistant, cloud migration, Kubernetes platform, or DevSecOps implementation, I deliver secure, scalable solutions that create measurable business value, not prototypes. ## 💡 SERVICES ### 🤖 AI Agent Development I build autonomous AI agents for: • Customer Support AI Agents • Sales AI Agents • SDR AI Agents • Customer Success AI • Research Agents • Coding Agents • Document AI • Financial AI • HR AI • Legal AI • AI Executive Assistants • Multi-Agent Systems • Agentic AI Workflows Technologies: Claude • OpenAI • GPT-5 • Anthropic • LangGraph • LangChain • CrewAI • MCP • Python • Function Calling • Tool Calling • Memory • Vector Databases • RAG --- ### 📚 RAG & Enterprise Knowledge Assistants I build Retrieval-Augmented Generation systems that connect your AI to: • PDFs • SharePoint • Confluence • Notion • Google Drive • Microsoft 365 • CRMs • SQL databases • APIs Including: • Pinecone • Weaviate • Qdrant • ChromaDB • pgvector --- ### 🎙️ Voice AI Development I build AI phone agents using: • Vapi • Retell AI • ElevenLabs • Deepgram • Whisper • Twilio Use cases: • Appointment Booking • Receptionists • Call Centers • Lead Qualification • Outbound Sales • Customer Support --- ### ⚡ AI Automation I automate business processes using: • n8n • Make • Zapier • APIs • Python • JavaScript • Webhooks Typical automations: • CRM Automation • Lead Generation • Sales Outreach • LinkedIn Automation • Email Automation • Document Processing • Invoice Processing • Report Generation • Slack Automation • Microsoft Teams Automation --- ### ☁️ Cloud Architecture & Kubernetes Production deployments on: • AWS • Azure • Google Cloud Expertise: • Kubernetes • Docker • OpenShift • Terraform • Helm • GitOps • Argo CD • Istio • CI/CD • DevSecOps • Platform Engineering • Cloud Migration --- ### 💰 FinOps & Cloud Cost Optimization I help companies reduce cloud spend through: • Rightsizing • Autoscaling • Reserved Instances • Storage Optimization • Kubernetes Cost Optimization • Governance • Cloud Cost Visibility --- ## ⚙️ TECHNOLOGIES AI: OpenAI, Claude, Anthropic, GPT-5, LangGraph, LangChain, CrewAI, MCP, AutoGen, RAG, Prompt Engineering, AI Agents Automation: n8n, Claude, Make, Zapier, APIs, Python, JavaScript Voice AI: Vapi, Retell AI, ElevenLabs, Deepgram, Whisper, Twilio Cloud: AWS, Azure, GCP, Kubernetes, Docker, OpenShift, Terraform, Helm, Argo CD, Istio DevOps: GitHub Actions, Azure DevOps, Jenkins, GitLab CI/CD Data: Snowflake, Databricks, PostgreSQL, SQL Server, BigQuery, Power BI --- ## 🏆 RESULTS • Reduced cloud costs by up to 50% using FinOps best practices • Automated workflows saving 800+ hours per week • Generated $90K+ in qualified pipeline in 30 days • Reduced deployment time by 60% via CI/CD pipelines • Improved production incident detection by 5× • Migrated enterprise platforms from Docker to Kubernetes • Built enterprise conversational AI systems for finance, healthcare, and telecom • 3× Hackathon Winner • 100+ Cloud, AI, Kubernetes & Security Certifications: AWSx15, Azurex13, GCPx7, NVIDIAx4, Red Hatx2, Golden Kubestronaut ... --- If you're looking for an AI Agent Developer, AI Automation Engineer, n8n expert, RAG developer, Voice AI engineer, Kubernetes architect, DevSecOps engineer, Cloud Architect, or FinOps consultant, I'd love to help. Let's build AI systems that save time, reduce costs, and scale your business.

Hi there! 👋 🤔 Are you about to build something and not sure your architecture will survive the first year? 🤔 Has your codebase grown to the point where every new feature breaks two existing ones? 🤔 Are you a non-technical founder making stack decisions you're not confident about? 🤔 Do you need someone who can review what your team built and tell you honestly what's wrong? 🤔 Are you scaling and unsure whether your current infrastructure holds up under real load? If any of these sound familiar, the problem usually isn't your developers. It's the decisions made before they started writing code. I'm a Solutions Architect and Senior Engineer with 14 years of hands-on experience — distributed systems, ML infrastructure, data pipelines, and full-stack product engineering. I've written the code, debugged the production incidents, and lived with the architectural decisions. That's what makes the design work useful: I'm not advising from theory. What I do on Upwork is help technical and non-technical founders make the right system design decisions before they become expensive mistakes — and fix the expensive ones that already happened. 📐 What I work on Architecture & system design ✅ Architecture reviews — find structural problems before they compound ✅ Stack and vendor selection — based on your actual constraints, not what's trending ✅ Designing for scale — service boundaries, data consistency, fault tolerance ✅ API design, database architecture, storage and access patterns ✅ Migration planning — monolith to services, legacy to modern stack Technical leadership ✅ Engineering standards: testing, observability, CI/CD, documentation ✅ Technical due diligence for investors, acquirers, or new technical hires ✅ Translating business requirements into system specs your team can execute ✅ Hiring bar definition — what good looks like, how to evaluate it ✅ Bridging communication between technical teams and non-technical stakeholders ML & data infrastructure ✅ Getting models out of notebooks and into maintainable production pipelines ✅ Experiment tracking, model versioning, retraining workflows ✅ Data pipeline architecture — ingestion, transformation, storage, access ✅ Lightweight serving infrastructure without unnecessary complexity 🔧 Stack 🛠️ Languages — Python, Rust, Go, Node.js 🛠️ Infrastructure — Docker, Compose, PostgreSQL, Redis, S3, Linux 🛠️ ML/Data — MLflow, Prefect, FastAPI, Pandas, DVC 🛠️ Practices — CI/CD, observability, testing strategy, API design, system documentation 📝 How I work Engagements typically start with a focused architecture review or a defined advisory block — a set number of hours scoped to a specific decision or system. That keeps it low-risk and gives you something concrete at the end, not just a conversation. I work async-first, document decisions with reasoning, and write in plain language your whole team can follow — not just the engineers. 📞 Get in touch If you're making a technical decision in the next 30 days that will be hard to undo, message me with what you're building and where the uncertainty is. I'll tell you honestly whether I can help.

➔ Expert Vetted Shopify Developer | Shopify Designer | Shopify Plus | Shopify CRO ➔ RANKED AMONG TOP 1% Shopify Developer, Designer & CRO Expert on Upwork ➔ Click "Invite" to discuss your project and take your Shopify store to the next level. I am an Expert Vetted Certified Shopify Developer with 8+ years of experience in Shopify development, Shopify Plus, custom Shopify apps, SEO, CRO, dropshipping stores, and UI/UX design. Ranked among the top Shopify Experts on Upwork, I help Shopify stores, DTC brands, and B2B businesses build, scale, and optimize high-converting Shopify solutions. ➔ Shopify Store Development & Customization · Shopify 2.0 migrations, new Shopify store setup, redesign & Shopify website development · Shopify Plus multi-store, international expansion & enterprise setups · Liquid coding, custom product templates, advanced checkout & one-page checkout solutions · Shopify POS setup, cart customization & responsive Shopify design ➔ Shopify App Development & API Integrations · Custom Shopify apps (public & private) in Node.js, PHP, Ruby on Rails · Shopify API & GraphQL integrations (ERP, CRM, 3PL, payment gateways) · Recharge, Bold, Klaviyo, Yotpo, Smile io, loyalty & referral programs · Shopify App Store publishing & ongoing Shopify app maintenance · AI-driven Shopify automation workflows, chatbots & custom scripts ➔ Shopify SEO & Conversion Rate Optimization (CRO) · Technical SEO: structured data, schema, site architecture optimization · Shopify speed optimization: Core Web Vitals, lazy loading, compression · CRO: A/B testing, heatmaps, optimized UX/UI flows & landing pages · Ongoing Shopify SEO campaigns for organic traffic growth ➔ UI/UX Design & Shopify Store Design · Figma/Adobe XD to Shopify theme development · Mobile-first Shopify storefronts for higher conversions · Shopify website design, banners, landing pages & promotional graphics · Custom Shopify themes & reusable sections ➔ Shopify Store Management & Automation · Automated workflows with Shopify Flow & Zapier · Shopify order management, invoicing, reporting & analytics dashboards · Multi-channel Shopify integrations (Amazon, eBay, Etsy, Walmart) · Full Shopify store management, ongoing maintenance & support ➔ Why Clients Hire Me · Ranked on Shopify Developer, Shopify Plus Expert, Shopify App Developer, Shopify SEO, Shopify CRO, Shopify 2.0 Migration, Shopify Store Design, Shopify Dropshipping · Proven success with 200+ Shopify projects delivered on Upwork & direct clients · Trusted by enterprise Shopify Plus brands for advanced development & integrations · Available in CEST & EST time zone with fast communication & reliable delivery If you are searching for a Shopify Developer, Shopify Plus Expert, Shopify App Developer, or Shopify SEO & CRO Specialist, you’ll find me in the top results because I deliver: Scalable Shopify solutions Faster stores Higher conversions Lasting growth Click Invite now and let’s build your next high-performing Shopify store. Keywords that you can use to find me: Shopify Developer | Shopify Expert | Shopify Plus Developer | Shopify Plus Expert | Shopify Theme Developer | Shopify Theme Customization | Shopify Theme Development | Shopify Theme Design | Shopify App Developer | Shopify App Development | Shopify Custom App | Shopify Liquid | Liquid Developer | Shopify Website Design | Shopify Website Redesign | Shopify Store Setup | Set Up Shopify Site | Branded Shopify Store | Shopify Store Manager | Shopify Store Audit | Shopify Store Speed | Shopify Speed Optimization | Shopify Performance Optimization | Shopify SEO | Shopify Migration | Shopify Replatforming | Shopify Product Page | Shopify Landing Page | Shopify Dropshipping | Shopify Dropshipping Store | Shopify Integration | Shopify Automation | Shopify Flow | Shopify Markets | Shopify Checkout Customization | Shopify Subscriptions | Shopify Bundles | Shopify Metafields | Shopify Metaobjects | Shopify 2.0 | Headless Shopify | Ecommerce Website Development | Ecommerce Website | Ecommerce Store Setup | Ecommerce Development | Ecommerce Design | Ecommerce Marketing | Ecommerce SEO | Ecommerce Store Optimization | DTC Ecommerce | D2C Ecommerce | B2B Ecommerce | Wholesale Ecommerce | Subscription Ecommerce | Conversion Rate Optimization | CRO Expert | Conversion Copywriter | Conversion Tracking | Product Page Design | Product Landing Page | Landing Page Design | Landing Page Web Design | UI UX Design | UI UX Web Design | Responsive Web Design | Mobile-First Design | Web Design | Web Designer | Web Developer | Web Development | Front-End Development | Custom Web Design | WordPress Developer | WordPress Designer | WordPress Website | WordPress Elementor | WordPress Website Design | WooCommerce Developer | WooCommerce | Klaviyo API Integration | Payment Gateway Integration | Page Speed Optimization | Website Optimization | Website Speed Optimization | Liquid | JavaScript | HTML5 | CSS3 | Figma to Shopify | PSD to HTML | Ecommerce Consultant

Are you struggling to use AI for your business? You're not alone. Many organizations and founders face similar roadblocks. Stope wasting more resources today! I'm here to help and will respond within 24h. And in most cases, already with a fully functional prototype based on your requirements. What I Offer: - Project Planning – Plan AI projects for success - Data Automation – Automate tasks to save time - Data Visualization – Turn data into simple visuals - AI Model Integration – Select appropriate models and integrate - Causal Analysis – Find true reasons for outcomes How I Work: I’m not just a developer, I’m your technical partner. I help you: - Find solutions tailored to your needs - Provide clear steps and communication - Integrate latest tools according to your needs and requirements - Focus on overdelivering and long-term success 🔍 Not a good fit if: - You’re just looking for a budget developer and want the cheapest option - You don’t have clear goals or ideas ✅ Perfect fit if: - You need expert AI guidance - You value strategic insights and effective results - You need clear communication with professional planning and execution. Don’t worry too much about the tech. Let's get in touch.