I am BS in Electrical Engineering graduated with honors. During my university career I specialized in the design and development of several tools for data processing, feature & pattern extraction, time-frequency analysis, signal convolution (see my portfolio), image classification, linear & nonlinear filtering of time sequences (1D), images (2D), hyper & multi spectral images (3D) as well as the implementation of genetic algorithms for the optimization of Objective Functions subject to linear and nonlinear constraints. In my degree project I implemented a land cover classifier for satellite images (hyper spectrals) using Sparse Signal Representation as an artificial intelligence method positioned in the state-of-the-art (see my portfolio). I currently have more than 3 years of experience in applications that enable extreme performance & accuracy improvements in Machine Learning and in the powerful field of Data Science. In particular, I have heavy expertise implementing models based on classical techniques such as: Binomial and Generalized Logistic Regression, Robust Regression, Neural Networks, Vector Support Machines, K-Nearest Neighbor as well as innovative techniques positioned in the state-of-the-art as Sparse Signal Representation, all of them in applications of Image classification, Denoising, Super Resolution, among others. I have heavy skills in Python and MATLAB (with experience in R as well) so I have used these powerful programming languages for the quickly, reliable and efficient development of my projects. I also carried out 3 masters courses in Biomedical Engineering of Mathematical Methods and Statistics applied to the Engineering, with which I have solid bases to analyze and infer well on the results obtained. Feel free to get in touch with me if you need to solve any problem related to: - Machine learning - Data science - Genetic Algorithms - Signal & Image Processing - Biomedical Image processing

Profile I have a positive outlook on life and am a focused and diligent learner. I have excellent problem-solving skills, have made extremely deliberate learning decisions, and am eagerly awaiting the best opportunities to come.

Programming is my passion and I love the fact how much powerful it can be. Well talking about me ! I am a decent, sincere, hardworking and enthusiast python programmer and a data engineer with more than 4 years of experience in Banking and IT sector. What I love the most is challenges and solve them. My weakness is I never walk away with challenges. During my professional career, I have performed a lot of projects of varying complexity. I specialize in the following areas: ✅ Web Scraping, Scripting and Automation ✅ Web development, data mining, data analytics, and so on. ✅ Beautiful soup, Selenium. Requests ✅ Python: Django, Pandas ✅ Html, JavaScript, React ✅ Oracle, SQL Server, SSRS, Mysql ✅ GoogleSheets, Csv, excel, Json

Full-time web scraping / data engineering developer with more then 4 years of experience. I've worked in different domain fields and can help you with e-commerce / b2b / healthcare / custom data feeds. I can scrape information from websites of any complexity - among the processed resources are such websites as Amazon, Google Search, Crunchbase, LinkedIn, etc. I'm able to process websites that use Bot management systems, Cloudflare, and CAPTCHAs. Collected data can be delivered to you in any convenient way - as a file export (CSV/JSON/XLSX) or as an FTP upload. If you have any scraping job to be done, I would be happy to deal with it!

I’m Emir Borovac — a Senior Python Engineer & AI Specialist with deep experience in automation, reverse engineering, scraping, machine learning, and building high-performance backend systems. I've reverse-engineered platforms like Instagram, built AI data extraction pipelines, and created custom automation systems that save 40+ hours of manual work weekly. If you're looking for a results-driven, highly skilled developer who delivers on time — let’s connect! 🧰 𝗖𝗼𝗿𝗲 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 𝗣𝘆𝘁𝗵𝗼𝗻 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 ✔ Flask, FastAPI, Django, Celery ✔ Custom APIs, RESTful + GraphQL ✔ Backend Architecture & Scaling 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 & 𝗦𝗰𝗿𝗮𝗽𝗶𝗻𝗴 ✔ Selenium, Playwright, BeautifulSoup ✔ Headless browsers, CAPTCHA bypass ✔ Social media, legal & e-commerce data 𝗔𝗜, 𝗠𝗟 & 𝗗𝗮𝘁𝗮 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 ✔ OpenAI, LLMs, LangChain, Transformers ✔ Image OCR + NLP for document parsing ✔ Scikit-learn, PyTorch, TensorFlow 𝗔𝗣𝗜 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀 ✔ Solana, Reddit, Instagram (reverse engineered) ✔ WordPress, Google Cloud, Firebase ✔ Payment & eCommerce APIs 𝗖𝗹𝗼𝘂𝗱 & 𝗗𝗲𝘃𝗢𝗽𝘀 ✔ Docker, GitHub Actions, CI/CD ✔ AWS, GCP, Azure ✔ PostgreSQL, Redis, MongoDB 🧰 𝗦𝗲𝗿𝘃𝗶𝗰𝗲𝘀 𝗜 𝗣𝗿𝗼𝘃𝗶𝗱𝗲 🐍 Python Engineering & Automation ✔ Custom automation scripts & bots ✔ Complex backend systems with Django / FastAPI / Flask ✔ Web & desktop app development using Tkinter, Electron.js ✔ Task scheduling with Celery & cron jobs ✔ Cross-platform Python tools with GUI 🧠 AI, Machine Learning & Data Science ✔ ML model development (classification, regression, clustering) ✔ Deep Learning (CNNs, LSTMs, RNNs) with PyTorch / TensorFlow / Keras ✔ NLP: Chatbots, summarizers, sentiment analysis, legal AI ✔ OpenAI / HuggingFace / LangChain / LLM pipelines ✔ AI for receipts, invoices, documents, OCR ✔ Generative AI: text-to-image, content creation ✔ AI Automation & multi-agent systems (LangChain, CrewAI) 🕷 Web Scraping & Reverse Engineering ✔ Scrapers for any website (eCommerce, Reddit, Instagram, TikTok, Facebook, legal sites) ✔ Bypass protections: Cloudflare, CAPTCHA, dynamic content ✔ Reverse engineering of web apps & APIs (media downloaders, geo-story extractors) ✔ Proxy rotation, user-agent spoofing, headless scraping ✔ Data parsing from PDF, HTML, JSON, XML, TXT 🌐 API Design, Integration & Custom Backends ✔ RESTful & GraphQL APIs ✔ Authentication systems (OAuth2, JWT) ✔ Real-time APIs with WebSocket ✔ Integration with third-party APIs: WordPress, Google Cloud, Solana, OpenAI ✔ Custom plugin development (e.g. WordPress auto-publishing) 💻 Full Stack Web Development ✔ Django + React / Vue / Next.js web applications ✔ Responsive frontend using Tailwind, Bootstrap, HTML5, JS ✔ Flutter for cross-platform mobile apps ✔ Admin dashboards, CRMs, internal tools ✔ Pagination, authentication, charts & real-time updates ☁️ DevOps & Deployment ✔ Dockerized environments ✔ CI/CD with GitHub Actions, GitLab, Jenkins ✔ Kubernetes for microservices ✔ Serverless functions (AWS Lambda, Firebase) ✔ App deployment to AWS, Heroku, GCP, Azure ✔ Nginx, Gunicorn, Apache server configuration 📊 Data Analytics & Visualization ✔ Data wrangling with Pandas & NumPy ✔ Visual reports using Matplotlib, Seaborn, Plotly ✔ Database design: PostgreSQL, MySQL, SQLite, Redis ✔ Google Sheets automation ✔ Structured data transformation & cleaning 🎯 Extra Services You Might Need ✔ Code refactoring, optimization & cleanup ✔ Debugging and performance tuning ✔ Technical documentation writing ✔ Project planning, architecture design ✔ Technical mentoring / code review ✔ Legacy code migration / modernization ✔ Freelance team collaboration ✅ Why Work with Me? ✔ 100% Job Success – Clients trust me to deliver on time with high-quality results. ✔ Automation & AI Focused – I specialize in reducing manual work and boosting efficiency. ✔ Problem-Solving Mindset – I love reverse engineering, debugging, and optimizing systems. ✔ Reliable & Responsive – You’ll get clear communication, fast iterations, and flexible solutions. ✔ Security & Best Practices – I prioritize performance, maintainability, and secure coding standards. 💻 𝗙𝘂𝗹𝗹-𝗦𝘁𝗮𝗰𝗸 𝗪𝗲𝗯 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 ✔ Django, FastAPI, Flask, Node.js & Express backends ✔ React, Vue, Next.js with Tailwind & Bootstrap ✔ Full-featured apps: dashboards, CRMs, APIs, Auth, Realtime UI ✔ Cross-platform desktop apps using Electron.js + backend logic I am looking forward to hear back from you! 🎯

I and my team (UBIQTech) hold 55 granted patents with 20 more pending, proving our ability to consistently innovate and excel. With a 100% project success ratio and a portfolio of satisfied global clients, we thrive on challenging projects that demand creativity, precision, and scalability. CORE COMPETENCIES:- - Generative AI, Predictive Analytics, Deep Learning, Computer Vision - Agentic AI, Workflow Automation, MCPs, AI Agents, Physical AI - Vector Database Integration for intelligent knowledge management and semantic search. - Rust-based IoT & AI Systems for performance-critical applications. - Embedded Systems, Smart Sensors, Industrial IoT, Digital Twins - AI-Augmented IoT Analytics, Cloud-Integrated AI, Edge AI, real-time automation solutions. My Latest Projects - ANPR (Automatic Number Plate Recognition) – Real-time vehicle monitoring and route tracking system. - MoldRix IoT Device – Predictive maintenance and production monitoring solution for industrial efficiency. - HypoText GEO – Advanced geo-intelligence platform for data-driven decision-making. - Smart Gas Detection System – IoT-based workplace safety solution. - Non-Invasive Glucose Monitoring Device – Biomedical innovation using advanced sensors. - AI-Powered Classroom Monitoring – Intelligent system for enhancing educational environments. - Battery Management System – Optimized energy efficiency for critical applications. I am happy to schedule a demo or provide deeper insights into any of the following projects to showcase real-world impact and technical excellence: Automatic Number Plate Recognition – Real-time vehicle monitoring and route tracking system. MoldRix IoT Device – Predictive maintenance and production monitoring solution for industrial efficiency. HypoText GEO – Advanced geo-intelligence platform for data-driven decision-making. Smart Gas Detection System – IoT-based workplace safety solution.MoldRix IoT Device – Manufacturing automation and predictive maintenance AI-Powered Classroom Monitoring – Intelligent system for enhancing educational environments. Battery Management System – Optimized energy efficiency for critical applications. Interested in exploring how these solutions can transform your business? Let’s schedule a demo and discuss your vision.

Most AI projects fail not because of bad technology, but because no one shipped them to production. I build 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 𝐒𝐲𝐬𝐭𝐞𝐦𝐬, 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬 & 𝐕𝐨𝐢𝐜𝐞 𝐀𝐠𝐞𝐧𝐭𝐬 that handle real users and real data, not demos. Trusted by L'Oréal Middle East, Oman Housing Bank, United Industries Limited & enterprise clients across US & Middle East. 𝟑𝟐 𝐜𝐥𝐢𝐞𝐧𝐭𝐬 | 𝟏,𝟓𝟗𝟏 𝐡𝐨𝐮𝐫𝐬 | 𝟏𝟎𝟎% 𝐉𝐒𝐒 | 𝐓𝐨𝐩 𝐑𝐚𝐭𝐞𝐝 𝐏𝐥𝐮𝐬 🏆 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝 👨🏻‍💻 🤖 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 & 𝐋𝐚𝐧𝐠𝐆𝐫𝐚𝐩𝐡 Multi-agent systems built with LangGraph and LangChain, autonomous workflows where AI agents collaborate, make decisions, and execute tasks end-to-end. From financial AI platforms for hedge funds to healthcare automation pipelines, every system ships to production with real data, not just demos. 🎙️ 𝐕𝐨𝐢𝐜𝐞 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 Production voice agents that handle real inbound & outbound calls, built on Convoi.AI, Twilio, Whisper & ElevenLabs. Deployed for healthcare, hospitality, home services & GCC enterprise clients. Handles multilingual conversations, live CRM integration & seamless human handoff, zero latency, zero hallucination. 🔍 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬 & 𝐋𝐋𝐌 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 Retrieval-Augmented Generation systems that answer questions from live business data, not hallucinations. Built with hybrid search (BM25 + dense retrieval), pgvector, Pinecone & custom reranking pipelines. Production deployments across legal, financial & healthcare verticals. ⚙️ 𝐀𝐈 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 & 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬 End-to-end automation pipelines connecting AI models to real business systems, CRMs, ERPs, databases & third-party APIs. Built on Apache Airflow, n8n, Make & LangGraph. Replaces manual processes with intelligent, self-monitoring workflows that scale. 🧠 𝐆𝐫𝐚𝐩𝐡 𝐍𝐞𝐮𝐫𝐚𝐥 𝐍𝐞𝐭𝐰𝐨𝐫𝐤𝐬 & 𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐌𝐋 Anomaly detection, threat intelligence & predictive modeling using Graph Neural Networks, deployed for a US cybersecurity firm handling advanced threat detection at scale. Research foundation from neurodegenerative disease datasets at DZNE Magdeburg, Germany. 🏗️ 𝐀𝐈 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞 & 𝐂𝐨𝐧𝐬𝐮𝐥𝐭𝐢𝐧𝐠 End-to-end AI system design for startups & enterprises, from selecting the right stack to production deployment strategy. MSc in Data Science (Otto-von-Guericke University, Germany) & 7+ years building production AI systems across finance, healthcare, retail & cybersecurity. 🌐 𝐓𝐨𝐨𝐥𝐬 & 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐲 🌐 👾𝐀𝐈 𝐅𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤𝐬: LangGraph, LangChain, OpenAI, Claude, Gemini, Groq, Whisper, ElevenLabs, Twilio, Ollama, OpenClaw ֎ 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: Stable Diffusion, ControlNet, LoRA/DreamBooth Fine-tuning, ComfyUI, DALL-E ☁️ 𝐂𝐥𝐨𝐮𝐝: AWS SageMaker, GCP Vertex AI, Azure, BigQuery, Snowflake, Databricks, S3, Redis 🗄️ 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞𝐬: PostgreSQL, pgvector, Pinecone, MongoDB, MySQL 🔂 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧: Apache Airflow, n8n, Make, Zapier, GoHighLevel, Bitrix24, FastAPI, Docker 📊 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬: Power BI, Looker, Tableau, dbt, Dataform, PySpark, Talen, Keboola 👁️ 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐕𝐢𝐬𝐢𝐨𝐧: OpenCV, PyTorch, TensorFlow, YOLO Looking to reduce manual workload, cut operational costs & scale with production-ready AI, not just prototypes? 𝐋𝐞𝐭'𝐬 𝐓𝐚𝐥𝐤 🗪 Describe your use case & I'll outline a production-ready approach within 24 hours. Message me or send an invite to get started. Aqeel Syed Shamsi CDTO, Venture AI

I’m a Data Scientist focused on building intelligent, real-world 𝐀𝐈 𝐬𝐲𝐬𝐭𝐞𝐦𝐬 that go beyond analysis and actually drive decisions and automation. With a strong foundation in Machine Learning, Deep Learning, and Big Data Analytics, I specialize in developing agentic AI solutions systems that can handle complex tasks, automate workflows, and operate with minimal human intervention. 𝐖𝐡𝐚𝐭 𝐈 𝐃𝐨: I design and build end-to-end AI solutions, especially for data-heavy industries like 𝐫𝐞𝐚𝐥 𝐞𝐬𝐭𝐚𝐭𝐞, where automation, data extraction, and intelligent decision-making create real business value. 𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞: 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 & 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧: Autonomous AI agents for workflow automation Multi-step task execution systems AI-driven decision support systems 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 & 𝐏𝐫𝐨𝐜𝐞𝐬𝐬𝐢𝐧𝐠: Data Scraping & Web Automation Text Mining & Data Labelling Data Cleaning & Preprocessing ETL Pipelines (Extraction, Transformation, Loading) Data Analysis & Visualization 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 & 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠: Predictive Modeling & Classification Systems Deep Learning Architectures (CNNs, RNNs, Transformers) Model Optimization & Deployment 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐕𝐢𝐬𝐢𝐨𝐧: Object Detection & Image Classification Face Recognition & Emotion Detection Image Enhancement (Super-Resolution, Stitching) Video Analysis & Activity Recognition GANs, Vision Transformers 𝐍𝐚𝐭𝐮𝐫𝐚𝐥 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐏𝐫𝐨𝐜𝐞𝐬𝐬𝐢𝐧𝐠 : Sentiment Analysis & Text Classification Topic Modeling & Text Clustering Language Translation Systems Transformer-based Models 𝐁𝐢𝐠 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬: Distributed Data Processing (PySpark) Databricks & Azure Synapse Analytics Scalable Data Pipelines 𝐓𝐨𝐨𝐥𝐬 & 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬: 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞𝐬: Python, PHP 𝐅𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤𝐬 & 𝐋𝐢𝐛𝐫𝐚𝐫𝐢𝐞𝐬: Pandas, NumPy, Matplotlib, Seaborn Scikit-learn, TensorFlow, Keras, PyTorch Hugging Face, SpaCy, NLTK, Gensim 𝐕𝐞𝐫𝐬𝐢𝐨𝐧 𝐂𝐨𝐧𝐭𝐫𝐨𝐥 & 𝐂𝐨𝐥𝐥𝐚𝐛𝐨𝐫𝐚𝐭𝐢𝐨𝐧: Git, GitHub, Jira 𝐀𝐩𝐩𝐫𝐨𝐚𝐜𝐡: I focus on building solutions that are not just technically sound, but practical, scalable, and aligned with real business needs. Whether it's automating workflows, extracting insights from complex data, or deploying AI systems, my goal is to deliver solutions that create measurable impact. 𝐈’𝐦 𝐚𝐥𝐰𝐚𝐲𝐬 𝐨𝐩𝐞𝐧 𝐭𝐨 𝐝𝐢𝐬𝐜𝐮𝐬𝐬𝐢𝐧𝐠 𝐢𝐧𝐧𝐨𝐯𝐚𝐭𝐢𝐯𝐞 𝐢𝐝𝐞𝐚𝐬 𝐚𝐧𝐝 𝐛𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐢𝐦𝐩𝐚𝐜𝐭𝐟𝐮𝐥 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬.

Want to get the most out of your data assets? You're at the right place. "Where there is data smoke, there is business fire." This quote perfectly captures my approach to data. In today's world, data is the new oil, and tapping into its potential is key to success. I can help your business extract the key insights from the data by creating dashboards, reports, and automated systems which will help your organization with decision making. Either you're a small business or a large enterprise, harnessing the power of data became important for every business. It could help your business in a way you might have never even imagined. In the last 7 years, I’ve had the pleasure of working with hundreds of clients across various industries, providing custom solutions that fit their unique needs. From streamlining processes to uncovering insights and creating eye-catching reports, I'm all about helping you make the most of your data. Here's the tools I've experience with and use to help my clients- Data Visualization Tools- 1. Power Bi 2. Tableau 3. Looker Studio 4. Zoho Analytics 5. QlikView Data Wrangling Tools 1. Pandas 2. NumPy Statistical Analysis Tools 1. Sas 2. R Data Warehousing 1. Amazon Redshift 2. Google Big Query 3. Snowflake 4. Teradata ETL Tools 1. Apache NiFi 2. Talend 3. Informatica 4. Apache Airflow Big Data Technologies 1. Apache Hadoop 2. Apache 3. Kafka Database Management Systems 1. MySQL 2. PostgreSQL 3. MongoDB 4. Microsoft SQL Server Cloud Platforms 1. Amazon Web Services (AWS) 2. Microsoft Azure 3. Google Cloud Platform (GCP) Workflow Automation 1. n8n 2. Zapier 3. Make Spreadsheet Automation 1. Excel VBA 2. Google Sheets Apps Script Why Choose Me? I blend technical expertise with a friendly, approachable style. Whether you're a startup or a well-established business, I’ll provide personalized solutions to help you achieve your goals. Let’s transform your data into actionable insights and compelling visual stories. Feel free to reach out, and let's chat about how we can harness the power of data together! Best, Vansh.

Real data engineering does not just move data. It eliminates manual reporting. It replaces stale spreadsheets with live dashboards. It turns fragmented systems into a single source of truth that updates while you sleep. That is what I build. I design end-to-end data systems and data architectures using Python, SQL, Power BI, and cloud-native stacks. My clients stop exporting untrusted CSVs and stop making decisions based on broken data. What I actually build: - ETL/ELT data pipelines and data workflows using PySpark, Apache Spark, Azure Data Factory, SSIS, and Apache Airflow. Automated data ingestion, data transformation, and data integration across Azure, AWS, and GCP. - Cloud data warehouses and data lakes on Snowflake, Databricks, BigQuery, Redshift, Azure Synapse, and Microsoft Fabric. Architected with data modelling, data governance, change data capture, and data quality frameworks using dbt. - Business intelligence and data visualization in Power BI, Tableau, and Looker. Executive dashboards connected directly to your warehouse with real-time data analytics. - Data analysis and data scraping using Python, Pandas, and NumPy. External market data and internal metrics pulled directly into your pipeline. - Database building and infrastructure modernization with PostgreSQL, Docker, Kubernetes, and API integration. Legacy data migration to modern cloud architectures including Azure Data Engineer solutions. - Big data and streaming platforms using Apache Kafka and Streamlit apps for custom analytics when standard BI tools hit their ceiling. "Before I build anything, I map it." Most data projects fail because someone skipped the architecture phase. I audit what is manual, where data breaks between tools, and what a 10x version of your operations looks like. Only then do we build. If you are spending real money on broken pipelines, stale reports, or systems that do not talk to each other, that is the problem I solve. Message me with your biggest data bottleneck. I will tell you within 24 hours whether a proper data system fixes it and what that would look like.