the emerging and in-demand cloud skillsets of a sample role - ‘Software Development Engineer’ Source: The represented data has been derived using Draup’s Proprietary Talent Database which tracks 30,000 skills. Note: The research is based on internal analysis. The list of skills is not exhaustive. Software Systems And Frameworks Debugging Database Management Systems Data Engineering & Infrastructure Management Application and Web development Cloud Computing DevOps GPT Prompt Engineering for Developers (AutoGPT , OpenAI etc) Front-end or Client-side Technology Stack (Reactjs) Performance Tuning (Profiling Tools, Code Optimization & Load Testing) Non-relational Database Mgmt.: MongoDB, Cassandra, Redis, Elasticsearch) Data Warehousing: (Amazon Redshift, Google Big Query, Snowflake etc.) Natural Language Processing Tools (NLTK, spaCy) IoT Protocols and Frameworks (MQTT, CoAP, AMQP, LoRaWAN,etc ) Low-code or No- code Platforms (Appian,Mendix, Kisslfow etc) Serverless & Hybrid Cloud Computing Programs- (Lambda , EC2 etc) Debugging Serverless Applications (AWS Lambda & Azure Functions) Ruby on Rails GO Language (and other in-demand languages ) Understanding of Data Structures And Algorithms (Leetcode, Etc. ) Cloud Debugging (CloudWatch Logs, Azure Application Insights, & Google Stackdriver) NoSQL Databases (Cassandra, Aerospike, DynamoDB) Big Data Processing and Analysis Tools (Hadoop, Spark) Machine Learning Algorithms: (Decision trees, Linear & Logistic Regression, etc. Cross-platform Development: (React Native, Flutter, Xamarin) Wearable Devices & Mobile App Development (WebRTC, RTSP) Containerization & Orchestration (Docker, Kubernetes, etc.) Continuous Integration/Conti nuous Delivery (CI/CD)(Jenkins, GitLab,CircleCI,etc) Software Systems & Frameworks (Anglularjs, Git, Github, and . NET Security Debugging (penetration testing, static code analysis, etc.) Database- Processing Engines (Presto.etc) Machine Learning Frameworks (TensorFlow, PyTorch) Advanced Code Editors (IntelliJ, Eclipse) Serverless Architecture & Platform (AWS Lambda, Azure Functions) Infrastructure as Code Tools (Terraform, CloudFormation, & ARM templates) Programming Languages (JavaScript, Java, C++, PHP, Python) Familiarity with Software Dev. Methodologies (e.g., Agile, Scrum) Profiling (Visual Studio Profiler, JetBrains dotTrace, and Apache Jmeter) Databases and Object-relational Mapping (ORM) Frameworks Source Control Mgmt. Tools (GitHub, Bitbucket) Microservices Architecture Tools (Spring Boot, Apache Kafka) Basic Web Development Tools (HTML/CSS, JavaScript) API Development: (REST, GraphQL, OpenAPI, Swagger etc.) Platform & Infrastructure as- a-Service tools (Heroku) Configuration Management Tools (Chef, Puppet) Computer Architecture, Operating Systems & OOPs Operating Systems Knowledge (Linux & Windows &other OS-tech) Debugging Tools and Techniques (Visual Studio Debugger, GDB, and LLDB, etc.) Basic Relational Database Mgmt. Systems (MySQL, PostgreSQL) Big Data Querying and Analysis Tools (SQL, Hive, and Presto, etc.) Data Integration and ETL (Apache NiFi, Talend, and Informatica) Front-end Development: (HTML, CSS, JavaScript, React, Angular, Vue.js) Back-end Development: (Node.js, Ruby on Rails, ASP.NET, Django, Flask, etc.) Cloud Platforms (AWS, Azure, Google Cloud, Platform, etc.) Emerging Skillsets: Roles such as SDE are evolving rapidly. New-Age SDE skills such as Containerization, NLP tools and Microservices architecture are in high demand A. Internal Upskilling(1/2) B. Internal Reskilling C. Recruit to Reskill Emerging skills Existing skills