Michal Mikolajczyk
Verified Expert in Engineering
Blockchain Developer
Warszawa, Poland
Toptal member since September 17, 2014
Michal is a senior software engineer and community leader for Toptal Warsaw. He communicates well and takes the initiative needed to help startups scale. Michal writes clean, functional code, automates infrastructure, and enjoys coordinating and scoping tasks. A former digital nomad, Michal speaks at conferences, and writes articles for the Toptal Blog. His professional interests include blockchains and artificial intelligence.
Portfolio
Experience
- Full-stack - 9 years
- Node.js - 9 years
- System Architecture - 8 years
- DevOps - 7 years
- React - 7 years
- Python - 4 years
- TypeScript - 4 years
- Big Data - 2 years
Availability
Preferred Environment
Google Cloud, Travis CI, GitHub, Kubernetes
The most amazing...
...app I've built was Nowness.com (via Airnauts), which was nominated for a Webby Award 2015, and won Pixel Award and Pixel Award People's Choice.
Work Experience
Full Stack Developer with PWA Experience for Project Support
Tethernet
- Analyzed the specifications for a new application, interview the stakeholders to identify all requirements.
- Created a strategy to meet all requirements, including a system architecture diagram and roadmap.
- Created tickets required to describe all the work items required, across front-end (Next.js, Electron), two back-end services (Nest JS, Docker Linux, VNC) and infrastructure (AWS, Terraform).
- Interviewed and recruited team members: cloud and full-stack engineers, designers.
- Developed a web-based anti-detect browser streaming solution that works fully remotely, without the need to install software on client side.
- Managed 5 team members using Project Management software (Github Projects, Jira).
- Oversee and integrate work: cloud, front-end, browser extensions, back-end services.
- Scrape data and user events, prepare for later analysis.
- Propose AI and ML solutions to gather intelligence from the sourced data.
Software Engineer
Commerce Canal Corp.
- Audited an existing eCommerce and business intelligence system for performance issues.
- Interviewed the stakeholders in the app to narrow down the exact performance issues they struggle with.
- Delivered a detailed report showcasing the bottlenecks in the system across front-end and back-end services, a database, and a data warehouse (Redshift).
- Provided a strategy with multiple tasks to improve the system's performance, graded by impact and resource requirements.
- Suggested machine learning-based solutions to improve the efficacy of data warehouse queries.
Google Analytics 4 Consultant
Brick Underground LLC
- Audited an existing system for problems in monitoring websites across regular users and Google amp viewer.
- Researched and developed a working solution to integrate the data sets for both user events.
- Developed further solutions to clean up and prepare further data sets for analysis.
Full-stack Developer
Furniture.com America LLC
- Developed ETL pipelines to import and standardize products from multiple partners.
- Orchestrated Lambda functions through state machines on AWS.
- Prepared and deployed infrastructure as code using Terraform.
- Prepared and published developer tools and packages used in every service in the system.
Founder
Algreen
- Apply ML algorithms to analyze existing data to grow microalgae, to optimize for: harvest yield, growth, crops protein and lipid content.
- Won the 2021 EIT Jumpstarter–Startup competition by the European Union in the New European Bauhaus category.
- Prepared a strategy and business model for carbon capture and utilization through farming microalgae for biomass for agriculture.
- Formed and led a multidisciplinary team of microbiologists, software engineers, architects, and designers.
Senior Full-stack Developer
ThinkAlpha LLC
- Added new features, integrated services, and fixed bugs in a real-time trading application for analysts and brokers.
- Optimized the processing of large data sets which included resolving performance problems on the server side as well as in the browser.
- Created libraries, modules, and reusable components applied across several products.
- Processed big data sets on the server and client side and dynamically rendered different graphs and charts to display results.
Back-end Developer
Scoutside, LLC
- Helped with the release of the product, namely the launch day event.
- Developed day-1 patches and bug fixes, solved connectivity issues, etc.
- Prepared a production package, connecting with third-party monitoring and error-tracking tools (Sentry).
Senior Full-stack Developer
Aventus
- Built a decentralized application that was used for trading art NFTs on Ethereum blockchain.
- Communicated between the decentralized application and smart contracts to manage auctions.
- Displayed NFT images and videos to users participating in auctions.
Lead Engineer
Slidegrin, LLC
- Set up serverless JAM stack application architecture on AWS Amplify.
- Connected user pools with AWS IAM roles to manage users with AWS Cognito, in a multi-tenancy environment, including role-based access control permissions.
- Set up live synchronization between sessions using GraphQL subscriptions with AWS AppSync.
- Built an image manipulation editor supporting HTML Canvas with SVG and allowing exporting to raster and vector formats including PDF.
- Established CI/CD pipelines with Amazon Amplify, CodeBuild, and CodeDeploy.
- Built the serverless front-end app using Next.js and React with TypeScript.
- Established unit and integration testing strategies with Jest, Enzyme, and the React Testing Library.
CIO
Multichain Ventures
- Developed web apps using React, Node.js, and Vue, among others.
- Built iOS and Android mobile apps using Expo and React Native.
- Developed blockchain decentralized applications using Waves, Ethereum, and Quorum blockchains.
- Built a payment service provider API to be used by our merchants' clients.
- Managed a team of up to six engineers as a C-level executive and created information and technology strategies.
- Introduced engineering standards, including Gitflow, CI, unit testing, and containerization.
- Introduced in-app user behavior monitoring based on funnels, user acquisition, retention, and monetization.
- Developed integration mechanisms, relying on open-source technologies.
- Implemented supply-chain visibility tools using standards.
Co-founder
Reli.cloud
- Managed hundreds of applications on AWS and the Google Cloud Platform.
- Administered Kubernetes clusters and set up and managed an Istio service mesh.
- Built an eCommerce storefront with a Vue storefront with PWA technology.
- Automated processes, including monitoring and alerting.
- Introduced site reliability engineering principles.
- Adopted apps to cloud native computing by building and running them using containers.
- Delivered a highly available platform as a service.
Lead Engineer
William Hill
- Released a new product, led a team of developers, and worked closely with QA and BA.
- Developed performance benchmarks and improved on them.
- Maintained, documented, and released three applications in a corporate environment.
Founder | CEO
Viking Garage
- Founded the startup, bootstrapping it for nine months and building a team of six people.
- Released the product within the first three months.
- Led development and oversaw 55,000+ lines of open-source code.
- Organized a conference that resulted in the formation of an open source blockchain IoT project; presented at three international conferences.
- Expanded the reach of the project from Poland to Spain, Portugal, and Indonesia within eight months.
Senior Software Engineer
Maxwell Health
- Coordinated the work between different teams and team leaders. Worked simultaneously on four teams.
- Planned, scoped, and groomed tasks for teams and peers.
- Developed front-end components and back-end modules.
- Set up the automated infrastructure; this involved DevOps (Docker, Terraform).
- Planned the architecture and helped clarify peer communication.
Software Engineer
Trewebs
- Architected and developed a new client-side web application for an existing, settled organization with hundreds of thousands of users interested in the fashion industry and indie art in Western (English) and Chinese territories.
- Architected and integrated six external databases into one system, a MongoDB/Elasticseach search engine for the Museum of Polish Jews; an AngularJS client and a Node.js/SQL API for an event calendar app used internally by the Museum of Polish Jews.
- Developed an AngularJS client for LimeSurvey, an open source survey CMS that exposed an RPC API for a national university (Warsaw School of Life Sciences).
- Collaborated with UI/UX designers for the purpose of designing and subsequently developing responsive, holistic front ends for Krytyka Polityczna (a major alternative journal) and Bankwatch (an IFI focused, international NGO).
- Created and led a developer team, introducing Agile, Scrum, Kanban, behavior-driven design, and test-driven development methodologies into the workspace.
- Collaborated as a Drupal developer on two subsequent projects for West Pomeranian Voivodship and Unizeto Technologies, integrating Drupal and Apache Solr.
- Delivered a high-availability Drupal app and server environment for the Educational Research Institute (Ministry of Education); allow registration of all Polish schools and also to provide Microsoft Excel (VBA) tools to aid teachers.
- Delivered two Drupal CMS-based projects for the Warsaw City Council and the Warsaw Zoological Garden: Wild Bird Refuge and CITES Convention sites and HD multimedia.
- Designed and created Apache Solr search algorithms, used to drive the UX of a 2013 international MatEXPO, an international construction site machinery convention.
- Architected, designed in collaboration with UI/UX artists, and developed a responsive AngularJS web app aimed at mobile devices for London beauty therapists.
Senior React Developer
Maekan
- Developed a React and Redux app from the ground up.
- Introduced state-of-the-art technology and stable technology into a new project.
- Architected the app structure, including the front-end codebase, front-end API proxy and server, deployment pipeline, and CI.
- Translated and reused components from a prototype version based on the Middleman JavaScript framework.
- Worked alongside the CTO, introducing best practices and robust solutions to all aspects of the app, from UI/UX to API communication and authentication.
Lead UI Developer
MarketMuse
- Entered an existing startup, introduced effective solutions, and then took the role of UI team lead.
- Improved the end product, placing the UI team ahead of the curve.
- Introduced a standard, predictable release schedule, based on a Git flow of develop, release, and production.
- Built a highly effective team with specialized roles, allowing the members to gain complementary skills.
- Introduced unit testing and E2E testing within a continuous integration environment.
Software Developer
Metavaluate (via Toptal)
- Upgraded a legacy app in structure, performance, design, user interface, and experience.
- Used separate threads in the browser to achieve non-blocking, heavy filtering, and sorting of large data sets.
- Added models and controllers on the API through Sails.js.
- Added a caching layer to the system using self-hosted Redis.
- Added support for unit and E2E tests and provided multiple tests to be included in a CI environment.
- Continued to support the project as an engineering consultant.
Software Engineer
Airnauts
- Architected and built a large AngularJS app used by hundreds of thousands of users every month in English and Chinese.
- Added support for different video and audio content providers.
- Created a robust SEO solution using lightweight web services and built with Go.
- Provided configuration modules to the CMS, which allowed for preparing content to show in the client app.
- Supported all modern devices with multiple responsive breakpoints.
- Added integration with multiple social networking services, including several from China.
- Added support for a recommendation service through a light web service built with Go.
Software Engineer
Heffernans Insurance
- Architected a robust, reactive system and engineered a minimum viable product.
- Designed multiple data and workflow diagrams as well as system architecture schemas.
- Generated insurance certificates in PDF form, on demand, and saved the copies to S3.
- Created a demo splash page to generate PDFs; displayed the PDFs using Mozilla's PDF.js viewer.
- Created two APIs, utilizing the facilities already used by the end client, minimizing work on their side.
- Designed and implemented data schemas based on legal documents (insurance certificates).
Software Engineer
June20 (via Toptal)
- Built a library for other developers to use, based on AngularJS.
- Created an E2E test environment, including automated testing on iOS devices.
- Provided automated documentation, unit tests, and demos.
- Manually wired up advanced AngularJS functionality with reusable components, to be used by other developers.
- Created robust workflows using Gulp, Selenium, and Browsersync.
- Configured infrastructure on AWS (EC2, S3, IAM).
- Communicated with and shared data to the iOS app (in a hybrid app environment).
- Created a continuous integration and deployment environment with Travis CI.
- Created Slack integrations.
Software Engineer
Eyeadvise (via Toptal)
- Improved and extended a legacy app consisting of several modules hosted on Google App Engine.
- Fixed existing issues around the client app written in AngularJS. Added new, business-critical functionality.
- Fixed issues around a simple Python API.
- Created an E2E testing environment, connecting all the multiple modules and also external services.
- Added E2E tests, created documentation, and supported the project through the development process.
Web Developer
Freelance
- Created simple HTML-based websites.
- Designed simple websites.
- Developed mid-sized projects for local councils.
- Provided a dynamic map of investment areas with detailed information, editable through Drupal CMS.
- Supported projects and clients until they reached maturity and became stable businesses.
Researcher | Analyst
Engagement Intelligence
- Analyzed 30+ viral and marketing campaigns.
- Performed analyses in international (English) and Scandinavian (Norwegian and Danish) territories.
- Researched key users who have the most influence in their respective networks.
- Worked on a variety of campaigns from entertainment (mainstream games and movies) to advanced technology projects (Windows Vista OS, Microsoft Dynamics, ASP.Net).
- Chosen as employee of the month; delivered projects for Microsoft, Sony, Columbia Pictures, Nokia, O2, and Lionsgate among others.
Clinical Neuropsychologist
Institute of Psychiatry and Neurology, Second Department of Neurology
- Designed a quantitative clinical study based on empirical preapprehension and literature.
- Chose the right clinical and scientific methodology.
- Carried out clinical and scientific research parallel to clinical duties.
- Analyzed and measured data using chosen, sound statistical tools under the supervision of a senior scientific employee.
- Delivered a complete scientific/academic study with patients.
Experience
Professional Development and Training
BerkeleyX (XSeries Big Data Courses, 2015)
• Introduction to Big Data with Apache Spark
• Scalable Machine Learning
BerkeleyX (Certificate Courses, 2012-2013)
• Artificial Intelligence, Part 1
• Software as a Service, Part 1
• Software as a Service, Part 2
EdX (2012-2013)
• MongoDB for Python Developers
• MongoDB for Node.js Developers
Speaker at Nomad City Conference
https://www.youtube.com/watch?v=MA70On5pzyEMy speech was about taking up the responsibility of leading those choosing the digital nomad lifestyle, including remote work.
Toptal Community Leader in Warsaw, Poland (2015)
https://www.toptal.com/leadersWebby Award 2017, 2014
https://www.nowness.com2017 Webby Awards: Best Cultural Blog for Nowness.com
I developed all front-end applications, including internationalization into Chinese and support for five different video providers.
Pixel Awards Winner and People's Choice Award Winner (2015)
AngularJS State/URL Decouplement
http://stackoverflow.com/questions/23585065/angularjs-ui-router-change-url-without-reloading-state/24835569#24835569High-availability Drupal App and Server
http://eduentuzjasci.pl/LimeSurvey AngularJS Interface
The Vital Guide to React.js Interviewing
AngularJS Develop Job Description Template
https://www.toptal.com/angular-js/job-descriptionThe Vital Guide to AngularJS Interviewing
11 Essential AngularJS Interview Questions
https://www.toptal.com/angular-js/interview-questionsThe 9 Most Common Mistakes That Ionic Developers Make
https://www.toptal.com/ionic/most-common-ionic-development-mistakesThe Vital Guide to Interviewing Ethereum Developers
Blockchain Development Guide
Education
Master's Degree in Neuropsychology
University of Warsaw - Warsaw, Poland
Certifications
Big Data
University of California, Berkeley | via edX
Scalable Machine Learning
University of California, Berkeley | via edX
Introduction to Big Data with Apache Spark
University of California, Berkeley | via edX
Skills
Libraries/APIs
AWS Amplify, REST APIs, React, Selenium WebDriver, Node.js, Vue, API Development, JSON API, React Router, React Redux, Twilio API, React Native for Web, React Hook Form, Facebook API, Socket.IO, Restify, D3.js, Moment.js, jQuery, Stripe, Stripe API, Google Maps, Three.js, Binance API, Web3.js, Shopify API, OpenAPI, RxJS, Pandas, Vue 3, fp-ts, Google API, Interactive Brokers API, Slack API, Sockets, BigCommerce API, Shaka Player, FFmpeg, Google Maps API, Facebook SDK, PhantomJS, WebGL, WebRTC, PayPal API, Chart.js, Recharts, Camera API, Mapbox API
Tools
Google Analytics, GitHub, Auth0, Mocha, Gulp, Git, Karma, JSX, Front-end Build Tools, Bower Front-end Dependency Manager, Terraform, Slack, GitLab, Expo, AWS AppSync, Amazon Cognito, Canvas, Babel, Expo.io, Webpack, Grunt, Yeoman, React Apollo, Prisma, Amazon CloudFront CDN, NGINX, MetaMask, Figma, Jira, Microsoft Access, Amazon SageMaker, Jenkins, Loom, AWS CodeDeploy, Stripe Checkout, AWS CloudFormation, Docker Swarm, Odoo, Retool, Amazon Elastic Container Registry (ECR), Cron, Mongoose, ELK (Elastic Stack), Asana, Amazon Simple Queue Service (SQS), GIS, SPSS, Travis CI, Emacs, Istio, Sentry, Zapier, AWS Step Functions, Vue CLI, ChatGPT, Redux Toolkit, MQTT, Hygraph (GraphCMS), Greenhouse, Bubble, Amazon Elastic Container Service (ECS), AWS Key Management Service (KMS), Text2Speech
Languages
CSS, HTML, TypeScript, Solidity, Python, SQL, ECMAScript (ES6), JavaScript, HTML5, CSS3, Object-oriented JavaScript (OOJS), SCSS, Go, PHP, GraphQL, VBScript, Active Server Pages (ASP), Visual Basic for Applications (VBA), Java, R, Haskell, Scala, PureScript, Rust, Elm, Clojure, Ruby, C#
Frameworks
Bulma, Material UI, Bootstrap, Express.js, Jasmine, Protractor, Ionic, AngularJS, Angular, Swagger, React Native, Next.js, Tailwind CSS, Jest, Video.js, Serverless Framework, Express.io, Apache Spark, Appium, Loopback, Sails.js, Flux, Redux, Linux OpenSuSe, Bootstrap 3, Nuxt.js, Django, Angular Material, NestJS, Selenium, Cypress, Svelte, Yarn, OAuth 2, PhoneGap, Famo.us, Ant Design, Flask, .NET Core, ASP.NET, Flutter, Symfony, Quasar, gRPC, Laravel, Twig, Electron, Streamlit, Ruby on Rails (RoR), CodeIgniter, Unity
Paradigms
Unit Testing, Web Application Architecture, API Architecture, Web Architecture, RESTful Development, Continuous Integration (CI), Continuous Deployment, Test-driven Development (TDD), DevOps, Functional Programming, Agile Software Development, Scrum, Behavior-driven Development (BDD), Requirements Analysis, Microservices, Object-oriented Design (OOD), Object-oriented Programming (OOP), Asynchronous Programming, Search Engine Optimization (SEO), Management, Serverless Architecture, REST, Agile, Design Patterns, Microservices Architecture, Responsive, Rapid Prototyping, Mobile Development, Agile Product Management, Test Automation, Lambda Architecture, Kanban, Extreme Programming, Testing, Jamstack, Cross-platform, UX Design, UI Design, ETL, B2B, Automation
Platforms
Firebase, AWS Lambda, Amazon EC2, Heroku, Blockchain, Ethereum, Amazon Web Services (AWS), Drupal, Kubernetes, Docker, Google Cloud Platform (GCP), Twilio, Web, Vercel, Blockchain Platforms, Linux, CentOS, Debian Linux, iOS, Shopify, Azure, DigitalOcean, Mobile, Algolia, LocalStack, Mixpanel, Hyperledger Fabric, WordPress, BigCommerce, Netlify, Google Cloud SDK, Windows, Graphy, Voiceflow, Google App Engine, PDF.js, Sanity Studio, Webflow, Android, Robinhood, Mapbox, Magento API, Klaviyo, Apache Kafka, AWS IoT, AWS IoT Core, Windows Vista
Storage
NoSQL, Elasticsearch, PostgreSQL, MySQL, MongoDB, Databases, JSON, RDBMS, SQL Architecture, Amazon S3 (AWS S3), Amazon DynamoDB, Redis, Google Cloud, Microsoft SQL Server, Cloud Firestore, Data Pipelines, AWS Elemental, Azure Cloud Services, Redshift, Redis Cache
Industry Expertise
Healthcare, Project Management, Trading Systems, Web Design, Cybersecurity
Other
Serverless, API Applications, Web Applications, Video Streaming, Software Architecture, Full-stack, Front-end, Back-end, Minimum Viable Product (MVP), Content Management Systems (CMS), UX Architecture, Code Architecture, Architecture, Styled-components, User Experience (UX), DApps, Team Leadership, Technical Leadership, Task Analysis, System Architecture, Open Source, Communication, GitFlow, IT Systems Architecture, Cloud, APIs, PWA, Progressive Web Applications (PWAs), Web Development, Full-stack Development, Hardware, Angular Component Architecture, Data Reporting, Front-end Development, CTO, API Integration, User Interface (UI), Asynchronous Servers, CSS Grid, CI/CD Pipelines, Smart Contracts, JSON REST APIs, React Hooks, Back-office System Development, Solution Architecture, Technical Writing, Webhooks, Back-end Development, MERN Stack, API Design, QA Testing, Video Players, Responsive UI, Startups, SaaS, Software, Software Development, Enterprise SaaS, Web3, Enterprise Architecture, Cloud Architecture, API Gateways, Asynchronous I/O, Responsive Web Apps, eCommerce APIs, SDKs, Integration, Technical Architecture, Inventory Management, Videos, HTTP Live Streaming (HLS), Documentation, Web Security, RESTful Microservices, Network Architecture, IT Project Management, Code Review, Business Requirements, Web UI, Web UX, Ethereum Smart Contracts, ERC-20, Algorithms, English, Business to Business (B2B), Mobile Web, UI Components, Google Analytics 4, Responsive Design, Graphical User Interface (GUI), Web Hosting, Front-end Design, Cryptocurrency Wallets, ÐApp, Decentralized Applications, Distributed Hash Tables (DHT), Decentralization, Axios, Back-end Performance, GitHub Actions, System Design, Lambda Functions, Pixel Perfect, Data Visualization, IT Automation, Amazon Cognito User Pools, Identity & Access Management (IAM), Load Balancers, Payment APIs, Artificial Intelligence (AI), Data Architecture, Apollo, Writing & Editing, Bitcoin, Distributed Systems, Tech Conferences, Community, Coordination, Conference Speaking, Public Speaking, Team Management, Task Scheduling, Data Science, Task Automation, Task Flows, Leadership, Google Material Design, Big Data, Cordova, Site Reliability Engineering (SRE), Digital Currencies, ICO, Machine Learning, Storybook, Mobile App Development, Linux Servers, Digital Banking, Crypto, Enterprise Systems, Non-fungible Tokens (NFT), Rinkeby, Algorithmic Trading, Amazon API Gateway, Games, Gatsby, WCAG 2, Google SEO, Compilers, Code Generators, Mobile Apps, Game Development, HTML5 Animations, Online Ordering, eCommerce, Angular Bootstrap, Trading, Data Engineering, AWS CodePipeline, Speech to Text, Text to Speech (TTS), Flux Architecture, Chakra UI, Cryptocurrency, Mobile Applications, Payment Gateways, Azure Databricks, Decision Trees, Internet of Things (IoT), Digital Payments, Cross-platform App Development, QA Automation, Data Analytics, Translation, Push Notifications, Subscriptions, Generative Pre-trained Transformers (GPT), Infrastructure as Code (IaC), Digital Transformation, Venture Capital, Venture Funding, Design Language, FastAPI, Data Analysis, Large Data Sets, Document Management, Decentralized Finance (DeFi), Multithreading, IT Security, WebSockets, Amazon RDS, Design, Web Usability, Google Tag Manager, Integration Testing, Customer Relationship Management (CRM), Encryption, Mobile UX, Cloud Security, Security, Material Design, Wireless Communication, Embedded Systems, Networking, Technical Project Management, Big Data Architecture, Time Series, Prompt Engineering, Finance, Animation, Design Systems, Multiplayer, Proof of Concept (POC), OWASP, Maps, Ethers.js, Vector Data, Design Principles, P2P, Consensus Algorithms, No-code Development, Search Engine Development, Search Engines, Caching, Large Language Models (LLMs), Vector Databases, Browsers, RSS Feeds, Social Networks, PDF Scraping, Document Parsing, Bots, Discord, Scheduling, Blockchain & Cryptocurrency, Mobile-first Design, Google Play Console, Technical Consulting, Product Management, Monorepos, RPC, Data Management, Auditing, Multi-agent Systems, Mathematics, Google, Statistics, Media, Cloud Services, SVG, Fintech, Stripe Subscriptions, Cadence, Video Processing, SOAP, Microsoft Azure, Cryptocurrency Exchanges, WebAssembly (Wasm), Strapi, Lightning Network, Natural Language Processing (NLP), Atomic Design, Development, Analysis, Infrastructure, Strategy, Green Energy, Pitch Decks, Fundraising, Seed Fundraising, Ecology, Patents, Microbiology, Language Models, OpenAI GPT-3 API, Computer Vision, Slack App, Conversational Interfaces, Avatars, Dating Apps, AWS NAT Gateway, Chrome Extensions, Intuit QuickBooks, AI Design, Sitecore, Akamai, Obfuscation, Cryptography, React Native Bridge, Firmware, Web Scraping, OpenAI GPT-4 API, 3D Art, 3D, Generative Adversarial Networks (GANs), Bluetooth, Navigation, OpenAI, Retrieval-augmented Generation (RAG), Link Chain, Data Scraping, Scraping, Proxies, Zustand, Firebase Hosting, ServiceNow, Image Processing, Image Generation, MapGL, Chatbots, CRM APIs, VNC, DBX, Bill of Materials, Econometrics, Data Build Tool (dbt)
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