Hire the Best Amazon DynamoDB Developers

Clients rate our Amazon DynamoDB Developers
Rating is 4.8 out of 5.
4.8/5
Based on 344 client reviews
Youssef O.

Agadir, Morocco

$10/hr
5.0
3 jobs

Hello! I'm Youssef, a Full Stack Web Developer with 4+ years of experience and AWS Certified 🌟. I specialize in React.js, Next.js, and Node.js, and I love turning complex problems into simple, beautiful code 🎨. Let's build something amazing together! 🚀 I enjoy tackling complex problems and turning them into simple and beautiful code. Currently, I am a developer at CloudLink, where we deliver cutting-edge cloud solutions and IT consultation. Skills I possess: Web Development: Frontend: React.js, Next.js, HTML, CSS, JavaScript, TailwindCSS, Sass 🖥️ Backend: Node.js, Express.js 🛠️ Databases: MySQL, SQL Server, Dynamodb, Firebase 🗄️ UI/UX design for web apps 🎨 Project Management: Jira, Trello 📋 Agile methodology/Scrum/Sprint 🔄 GitHub💻 Additional Skills: Intuitive, modern, responsive, and attractive UI/UX designs 🎨 Standard development procedures, clean code 🧱 Libraries, tools, SDKs, REST APIs 🛠️ SEO, performance optimization 🚀 Although I am new to Upwork, I am dedicated to providing top-notch services to my clients. I serve small-medium enterprises, nonprofits, and government entities 🏢. If you need a developer who can design, develop, and maintain your web application, transforming your idea into reality, message me. I am here to help you ✉️. Thank you in advance for your time and consideration. Let's start discussing your project and build a long-term collaboration 🤝. FAQ Q: Can you provide maintenance support after development? A: Yes, I provide free maintenance support for 6 months after web development 🔧. Q: Can you help with web app design? A: Yes, I offer web app UX design as an additional service 🎨. Q: Can you help with the landing page website for my product? A: Yes, I can help build the landing page for your web app product 🌐. Warm regards, Youssef Portfolio: oubaida.com 🌟 P.S. Your satisfaction is 100% guaranteed. Every person who has worked with me got results. Keep my profile link in case you need me later 🌟

  • Amazon DynamoDB
  • JavaScript
  • React
  • Front-End Development
  • Amazon Web Services
  • Material UI
  • Node.js
  • ExpressJS
  • AWS CloudFormation
  • AWS CodePipeline
  • AWS Lambda
  • Amazon S3
  • REST API
  • AWS CloudFront
  • Full-Stack Development
Danish K.

Gilgit, Pakistan

$30/hr
5.0
10 jobs

🚀 Senior Full Stack Developer | React · Next.js · Node.js · FastAPI · AWS I’m a Senior Full Stack Developer specializing in React, Next.js, Node.js, Python (FastAPI) and AWS (Amplify, Lambda, API Gateway, DynamoDB). I build scalable SaaS apps, dashboards, and browser extensions with fast, reliable backends and clean, maintainable code. ⭐ 6+ years of experience ⭐ $60k+ earned on Upwork ⭐ 3,500+ hours worked ⭐ Long-term clients in health tech, fintech, and research 🛠️ What I Can Build for You ✅ Production-ready React / Next.js web applications, admin dashboards, and SaaS platforms ✅ Secure REST / GraphQL APIs in Node.js or FastAPI, integrated with third-party APIs and payment gateways ✅ Serverless backends on AWS using Amplify, Lambda, API Gateway, DynamoDB, RDS, S3, and CloudFront ✅ Real-time collaboration features and browser extensions (Chrome / Edge / Firefox) using React, Vite, Supabase, and WebSockets 💻 Tech Stack Frontend • React.js, Next.js, TypeScript, Redux, Tailwind CSS, HTML5, CSS3 Backend • Node.js, Express.js, FastAPI (Python), RESTful APIs, GraphQL, WebSockets Cloud & DevOps • AWS Amplify, AWS Lambda, API Gateway, Cognito, S3, CloudFront, RDS, DynamoDB • AWS CDK, CI/CD pipelines, Docker Databases • MongoDB, DynamoDB, PostgreSQL, MySQL, Supabase 📈 Selected Results ✔ Built a medical platform serving 20+ clinics and 200+ daily patient check-ins using React, AWS Amplify, Lambda, DynamoDB, SNS/SQS ✔ Reduced reporting delays by 30% with real-time Slack notifications for cardiologists ✔ Achieved 85% unit test coverage with Jest, reducing post-deployment bugs by 40% ✔ Architected an investing platform (AWS CDK + CacheInvest API) serving 1,000+ users with 95% API uptime for trading, switching, and withdrawals ✔ Built a freelance marketplace (React, Node.js, MySQL) and optimized APIs to be 40% faster through indexing and caching ✔ Onboarded 50+ wineries onto a winery management platform with Next.js + AWS Amplify ✔ Built a research collaboration web app with real-time sync, cutting sync times by 50% using Supabase WebSockets 🤝 How I Work ✔ Clear communication, detailed technical breakdowns, and realistic timelines ✔ Git-based workflow, code reviews, and best practices from mentoring junior developers and leading small teams ✔ Can join an existing React / Next.js or Node.js / FastAPI codebase, quickly understand the architecture, and start shipping features immediately

  • Amazon DynamoDB
  • Next.js
  • React
  • TypeScript
  • API Integration
  • API Development
  • SaaS Development
  • FastAPI
  • Python
  • Node.js
  • AWS Amplify
  • Amazon Web Services
  • MongoDB
  • PostgreSQL
  • AWS Lambda
  • Web Application Development
  • GraphQL
  • Docker
  • MySQL
Raman S.

Mohali, India

$45/hr
5.0
6 jobs

I help startups and growing businesses build scalable SaaS products, AI-powered applications, cloud infrastructure, and backend systems that are designed for long-term growth. Over the last 10+ years, I've worked as a CTO, Engineering Manager, and Senior Full-Stack Engineer, helping companies take products from idea to production while keeping performance, scalability, and maintainability at the core. A few projects I've worked on: • PrepLadder (Acquired by Unacademy) Led engineering for a platform serving over **2 million users**, working on AWS microservices, DRM-protected video streaming, personalized learning systems, and large-scale backend architecture. • Enciser Co-founded an IoT and energy management platform where I designed a serverless AWS architecture for real-time device monitoring, mobile applications (iOS & Android), and cloud-based automation. • Enterprise Platforms Built backend systems, cloud infrastructure, and distributed applications for companies including Zucora, TruckBook, Emerald Planet, and Kryptet, using Go, Python, Kubernetes, Docker, Redis, Cassandra, and modern cloud-native architecture. Across my career, I've helped design and deploy 50+ production applications across SaaS, AI, IoT, marketplaces, fintech, and enterprise platforms. My core expertise • Backend Development Python, Node.js, Go, Django, Flask • Frontend React, React Native, Next.js • Databases PostgreSQL, MySQL, MongoDB, DynamoDB, Cassandra, Redis, ScyllaDB • Cloud & DevOps AWS, Docker, Kubernetes, Terraform, Jenkins, GitHub Actions, Ansible • Integrations Stripe, Twilio, OpenAI, Firebase, Shopify, Slack, SendGrid, Google Maps, Zendesk, and other third-party APIs. What I usually help clients with : ✔ Building scalable backend architecture ✔ AI & LLM integrations ✔ SaaS product development ✔ API design and third-party integrations ✔ Real-time applications using WebSockets, MQTT, and event-driven systems ✔ Cloud infrastructure, DevOps, and deployment automation ✔ Engineering leadership and technical architecture What it's like working with me I don't just write code,I help clients make good technical decisions.I'm comfortable joining an existing codebase, understanding how it works, identifying bottlenecks, and delivering features that are easy to maintain as the product grows. I believe in clean architecture, clear communication, proper documentation, and shipping reliable software instead of quick fixes. I've worked with distributed teams across Canada, Australia, Sweden, and India, and I'm equally comfortable working independently or collaborating closely with founders and engineering teams. If you're building a product that needs to scale, I'd be happy to discuss how I can help. ramansaini.in

  • Amazon DynamoDB
  • Node.js
  • React
  • MongoDB
  • FastAPI
  • DevOps
  • Architectural Design
  • AWS CodeDeploy
  • AWS IoT Core
  • Amazon EC2
  • AWS Lambda
  • Python
  • MySQL
  • Flask
  • Microsoft Azure
  • Next.js
  • Supabase
  • GitHub
  • Claude
Dhaval D.

Surat, India

$26/hr
5.0
53 jobs

🚀 AI-First Development for Faster, Smarter iOS Apps I use an AI-first development approach to accelerate coding, debugging, refactoring, and problem-solving—helping me deliver high-quality iOS applications faster without compromising code quality. With 10+ years of iOS development experience, I combine AI-assisted coding with strong hands-on expertise in Swift, SwiftUI, Objective-C, MVVM, Combine, APIs, Firebase, StoreKit, and modern iOS architecture. AI helps me move faster, but every line of code is reviewed, tested, optimized, and validated by me to ensure the final product is reliable, maintainable, and production-ready. AI-assisted. Engineer-driven. Production-ready. What I can help you with ✅ Native iOS Development (Swift, SwiftUI, UIKit, Objective-C) ✅ AI-powered applications * ChatGPT / OpenAI API integration * AI chatbots * AI content generation * AI summarization * AI recommendations * AI-assisted workflows * Integrating LLM APIs into existing applications ✅ Build MVPs faster using AI-assisted development while maintaining clean, scalable, production-quality code. ✅ Join existing teams and work with your current developers. ✅ Take over existing iOS projects and continue development without disrupting your workflow. ✅ Convert legacy codebases * Objective-C → Swift * UIKit → SwiftUI * Older Swift versions → Latest Swift Technical Expertise: • Swift • SwiftUI • UIKit • Objective-C • Combine • MVC • MVVM • VIPER • REST APIs • Firebase • AWS • Python APIs • Cloud Functions • Push Notifications • In-App Purchases & Subscriptions • Universal Links • Deep Linking • Apple HealthKit • BLE / Bluetooth Devices • NFC • QR & Barcode • Core Data • SQLite • Keychain • JWT Authentication • Payment Gateways (Stripe, PayPal) Types of Apps I’ve Built: ✔ Finance Apps ✔ Health & Fitness Apps * Apple Health * BLE wearable devices * ECG * Heart Rate * Sleep Tracking * Health Analytics ✔ Social Networking Apps ✔ E-Commerce Apps ✔ Utility Apps ✔ Music Apps ✔ Chat Applications ✔ Marketplace Applications ✔ Subscription-Based Apps Development Approach: I focus on writing code that is: • Clean • Scalable • Maintainable • Well-structured • Production-ready I follow modern iOS development practices, use Git-based workflows, perform code reviews, create pull requests, resolve merge conflicts, and collaborate efficiently with distributed teams. I’m comfortable working with: * Git * GitHub * GitLab * Bitbucket * Jira * Trello * Asana * Linear I use AI to: * Speed up development * Generate boilerplate code * Refactor legacy code * Improve documentation * Debug complex issues * Create prototypes quickly * Accelerate feature implementation Why Clients Hire Me: ⭐ Strong communication ⭐ Fast response time ⭐ Clean architecture ⭐ Reliable delivery ⭐ Long-term collaboration ⭐ Ability to understand business requirements ⭐ Experience working on existing products as well as greenfield development Client Feedback ⭐⭐⭐⭐⭐ “Dhaval understood exactly what I wanted and exceeded my expectations. Very friendly and great communication. He is highly knowledgeable in his field and goes out of his way to explain technical concepts. The app quality was superb.” ⭐⭐⭐⭐⭐ “Dhaval is a great developer. He delivered everything exactly as requested and maintained excellent communication throughout the project.” ⭐⭐⭐⭐⭐ “Excellent work. Highly recommended.” If you’re looking for a dependable Senior iOS developer who can seamlessly integrate into your team, modernize an existing application, or build a scalable product from scratch, I’d be happy to discuss your project.

  • Amazon DynamoDB
  • Firebase Cloud Firestore
  • iPad App Development
  • Firebase Realtime Database
  • Map Integration
  • iOS Development
  • API Integration
  • Apple Xcode
  • iOS
  • Mobile App Development
  • Push Notifications
  • Firebase
  • Swift
  • Objective-C
  • AWS Amplify
Vishal Z.

Ahmedabad, India

$45/hr
5.0
58 jobs

🚀 Senior Back-End Engineer & Tech Leader (14+ yrs) — I help businesses build scalable, secure, and high-performance systems that handle millions of users and requests with ease. ✅ Delivered 50+ successful projects across healthcare, fintech, ed-tech, real estate, government, and non-profit sectors. ✅ Scaled apps from 1K → 1M+ daily requests and platforms from zero → 1M+ users. ✅ Trusted by global companies including Upwork (NASDAQ: UPWK), Letshego (Botswana Stock Exchange), OCO Global, and multiple startups worldwide. If you need a reliable partner who can architect solutions from scratch or optimize existing systems for performance, security, and scale — let’s talk. Do you like Upwork's Reports & Time tracking feature? I am one of those developers who built that :) ✅ How can I help you ✓ I can handle your all end-to-end requirements analysis, UX, development, testing & delivery so you can focus on your sales & operations ✓ I can extend/develop your MPV product to production-ready ✓ I can develop products from scratch until the final delivery and support with maintained code quality and proper code coverage ✓ I can maintain your currently live products in the most optimum way by keeping quality and customer experience at first place in mind and with the minimum team and can save your cost ✓ I can choose the right technology stack and tools for your solution based on real needs and can save costs ✓ I can manage the team, do code reviews, handle CI/CD and releases, support live systems ✓ I can understand and implement the most difficult parts of software systems at very large-scale platforms like Upwork, (I am one of the Upwork platform devs) ✅ Expert areas - Java based back-end frameworks like Spring Modules (Spring MVC, Spring Security, Spring AOP, Spring Rest, Spring Data/JPA) & ZK (Zkoss) - ECMS implementation with Alfresco Content Services 4.x, 5.x, 6.x and Alfresco Process Services (Activiti) - RDBMS (MySQL, PostgreSQL, Oracle) - Graph/Document Databases MongoDB and DynamoDB - Web Crawlers with all features - Microservices based architecture implementation with Spring boot, Spring Integration and Apache Camel - AWS experience with RDS, SQS, SNS, SES, S3, and EC2 Instances - AWS API implementation experience - Queue based implementations with ActiveMQ/SQS - Test driven development implementation with unit and integration test cases with Junit/TestNG + Mockito + Spring - Database integration frameworks like JDBC/Hibernate/Sprint Data (ORM) and Spring Mongo - REST based Web Service/API implementation with Spring REST - CI/CD implementation with (Bamboo + Jenkins + Maven + Nexus + GIT(Bitbucket/Gitlab/Github)) - Payment Gateways implementations like Paypal and Stripe with debit/credit card integration - Solr/Lucene/ElasticSearch search engine integration - Jasper Reports (with DynamicJasper as well) - Agile Methodology understanding all terminology - Experience with implementing very complex queries with MySQL db - Java based Servers Tomcat/JBoss - Repositories like Git, SVN, P4V(Perforce) ✅ What my clients says (You may check in Work History) ⭐⭐⭐⭐⭐ "Vishal is best developer I have worked with till date. He is prompt responsive, an incredible problem solver, very professional, highly skilled and great team leader. He handles our portal continuous development including all project phases starting from requirement gathering(calls), task creation with all details, estimation, development, deployment on all environments, testing, creating wiki pages, choose right technology stack and AWS resources and manage tickets! He is handling dev team and also do development himself and supports everyone. Will certainly work with him again when we restart the project development! Highly recommended developer." 👤 Hugo Galicia ( CEO @ chicagodealvault.com ) ⭐⭐⭐⭐⭐ "It was a highly positive experience working with Vishal. He was conscientious, always doing his due diligence to clarify any uncertainties before starting work. He gives accurate estimates of effort/time required for work, and either delivers on time or early. Overall a very reliable and dependable worker. We hope to work together with him soon. Highly recommended!" 👤 Dominik Bieringer ( CEO @ Kandu ) ⭐⭐⭐⭐⭐ "Very experienced and diligent contractor" 👤 Abhijit Dhar ( VP - Technical Services @ Whitehat Virtual Technologies ) ⭐⭐⭐⭐⭐ "Vishal is an excellent java engineer, with great business logic, self-motivated, with deep technical knowledge. He jumped right in and understood the current project architecture with minimum KT and limited documentation. He is always eager to solve new issues. I highly recommend him and will definitely work with him again, if opportunity permits. A pleasure to work with" 👤 Chris Adams ( CEO @ eDataSource )

  • Amazon DynamoDB
  • MySQL
  • Java
  • JUnit
  • PostgreSQL
  • Spring Framework
  • Hibernate
  • Microservice
  • Spring Boot
  • J2EE
  • Integration Testing
  • SaaS
  • Web Application
  • Project Planning
  • Project Management
Dawid G.

Dover, Delaware

$99/hr
5.0
52 jobs

If your AWS bill keeps climbing, production breaks under load, or a compliance deadline is getting close - the problem is rarely just AWS. It’s the architecture. I step into fragile systems and fix both: cloud infrastructure, and the application design running on it. Because even perfect AWS setup cannot save software that wasn’t designed to scale, isolate failures, or handle real production traffic. Most teams I work with are stuck in one of these situations: - AWS costs rising every month with no clear reason - Systems that pass tests but fail under real traffic - Compliance pressure from regulators or auditors - Constant firefighting instead of controlled releases Hiring more engineers or adding more monitoring increases complexity. I simplify the architecture - both infrastructure and code-level design - so the problems stop repeating. Recent outcomes: - Avoided a $5M federal penalty by delivering a critical federal platform before deadline, focusing only on what was required for compliant launch - Cut hosting costs from $96K to $14K per year by eliminating architectural waste across infrastructure and services - Designed and delivered a FedNow-ready, Federal Reserve-compliant real-time payments system scaling to 60,000 transactions per second using horizontally scaled services built specifically for cloud behavior What changes after I’m done: - Infrastructure and software designed to scale together - Predictable AWS costs - Systems that stay stable under load - Clear documentation and runbooks - A team that can operate it independently I build boring, predictable systems on purpose. Boring systems survive audits, scale events, and 3am incidents. If you’re dealing with cost pressure, reliability issues, or compliance risk, send me your biggest concern. I’ll tell you exactly what I would fix first and whether it’s worth doing. If it’s not a fit, I’ll say so.

  • Amazon DynamoDB
  • Node.js
  • API Development
  • AWS Lambda
  • API
  • Startup Company
  • Amazon ECS
  • AWS AppSync
  • AWS IoT Core
  • Socket Programming
  • AWS CloudFormation
  • AWS CodeDeploy
  • CI/CD
  • AWS Fargate
  • AWS CloudFront

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What does an Amazon DynamoDB developer do?

An Amazon DynamoDB developer builds serverless database architectures that prioritize high-speed data retrieval and automatic scaling. This specialist models NoSQL table structures to match specific application access patterns rather than forcing relational designs onto a key-value store. They write application code that interacts directly with DynamoDB APIs to execute precise read and write operations. The work focuses on optimizing query performance through careful index design and partition key selection.

  • Designs DynamoDB table schemas and global secondary indexes that align with application Query and Get access patterns. This structural planning prevents expensive scan operations and ensures low-latency responses for end users. The developer selects partition keys and sort keys that distribute data evenly across physical partitions to avoid hotspots.
  • Implements atomic multi-item updates using TransactWriteItems and TransactGetItems API calls. These transactions group multiple actions into a single all-or-nothing operation to maintain data consistency without complex locking mechanisms. The developer writes logic that handles transaction conflicts and retries failed requests automatically.
  • Builds event-driven workflows by enabling DynamoDB Streams on tables and connecting them to AWS Lambda functions. This setup captures item-level modifications in real time and triggers downstream processing tasks immediately after data changes. The developer authors Lambda handlers that parse stream records and execute business logic based on the captured events.
  • Configures least-privilege IAM policies that grant applications only the specific DynamoDB permissions they require. This security practice restricts access to particular tables and actions such as PutItem or Query while denying unnecessary administrative rights. The developer tests these policies to verify that application code can perform required operations without exposing broader account resources.
  • Validates data access logic using PartiQL queries through the AWS Management Console or AWS CLI. This SQL-compatible interface allows the developer to test ad hoc queries and inspect item attributes without writing full application code. They use these tools to debug indexing issues and confirm that scan filters return the expected result sets.

How to hire an Amazon DynamoDB developer on Upwork

Step 1: Post a job

Define your data access patterns and transactional requirements clearly to attract specialists who model NoSQL schemas effectively. Use the Job Post Generator powered by Uma™, Upwork's Mindful AI to draft a precise description from a few sentences about your needs. You can write a new post, update a saved draft, or reuse an existing post to start your search.

  • Specify whether the role requires designing single-table designs or implementing complex global secondary indexes for high-throughput queries.
  • List required experience with AWS Lambda triggers for consuming DynamoDB Streams in event-driven architectures.
  • Clarify if the developer must write PartiQL statements for ad hoc data analysis or manage IAM policies for least-privilege access.

Step 2: Evaluate candidates

Look for portfolios that demonstrate optimized query performance and correct implementation of atomic transactions. Uma can run instant video interviews and build shortlists with side-by-side comparisons to help you assess technical depth quickly.

  • Check for examples of schema designs that avoid hot partitions and support efficient Query and GetItem operations.
  • Verify experience with TransactWriteItems and TransactGetItems to ensure data consistency across multiple items.
  • Review code samples that show proper error handling for conditional writes and optimistic locking mechanisms.

Step 3: Interview your top choices

Discuss specific challenges related to data modeling and stream processing to gauge practical expertise. Schedule and conduct interviews within Upwork Messages, which generates an immediate transcript and summary after each session.

  • Ask how they determine when to use Scan versus Query operations to minimize read capacity unit consumption.
  • Request an explanation of how they structure partition keys to distribute write load evenly across shards.
  • Discuss their approach to handling throttling exceptions and implementing exponential backoff in application code.

Step 4: Agree on scope and begin work

Define deliverables such as table schemas, API integration code, and stream consumer functions before starting. Use Upwork Messages and the contract workroom for communication and project management, plus identity verification, payment protection, hourly tracking, and project funds for security.

  • Set milestones for delivering validated data models and tested application logic using AWS SDKs.
  • Require documentation for IAM policies and PartiQL queries used for administrative data access.
  • Establish criteria for accepting event-driven components that process stream records via AWS Lambda.

Upwork is not affiliated with and does not sponsor or endorse any of the tools or services discussed in this article. These tools and services are provided only as potential options, and each reader and company should take the time needed to adequately analyze and determine the tools or services that would best fit their specific needs and situation.

The rates and information provided in this article are based on current data and industry sources available at the time of publication. Freelance rates can vary depending on factors such as experience, location, project scope, and market conditions. Readers are encouraged to conduct their own research to confirm current rates and trends, as this information may change over time.

How much does hiring an Amazon DynamoDB developer cost?

$500-$1,500 per project is a typical range for focused Amazon DynamoDB developer work. Final pricing depends on scope, technical complexity, required integrations, source-material quality, revision needs, and the freelancer's experience level.

Schema design and modeling

$500-$1,200/project

Entry-level to mid-level
  • DynamoDB table and index structure aligned to access patterns
  • Documented Query and GetItem strategies for application reads
  • Review of partition key distribution and capacity estimates

Data access implementation

$1,200-$2,500/project

Mid-level
  • AWS SDK integration for Query, Get, and Scan operations
  • SQL-compatible queries for ad hoc data retrieval and testing
  • Unit tests verifying read consistency and error handling

Transactional logic setup

$2,500-$4,500/project

Mid-level to senior-level
  • TransactWriteItems and TransactGetItems implementation for atomic updates
  • Logic to manage conditional checks and transaction failures
  • Scenarios validating all-or-nothing data integrity across items

Event-driven stream processing

$4,500-$7,000/project

Senior-level
  • AWS Lambda function wired to DynamoDB Streams for event processing
  • Logic to parse stream records and trigger downstream actions
  • CloudWatch alarms for stream latency and iterator age metrics

Security and permissions architecture

$7,000-$10,000/project

Expert-level
  • Least-privilege permissions for specific DynamoDB API actions
  • Review of resource-level permissions and condition keys
  • Guide for maintaining secure access controls during scaling

Frequently asked questions

Is hiring an Amazon DynamoDB developer worth it?

For most businesses, yes: hiring an Amazon DynamoDB developer is worthwhile. These specialists model data to match your specific query patterns rather than forcing a relational structure onto a NoSQL database. They build transactional logic and event-driven architectures that scale automatically with your user base.

How do I evaluate Amazon DynamoDB developer candidates?

Look for candidates who explain how they design single-table schemas to support efficient Query and Get operations. Ask them to describe a time they used TransactWriteItems to maintain data consistency across multiple items without race conditions.

What is the difference between Scan and Query in DynamoDB?

Query retrieves items by primary key or index value and uses fewer read capacity units. Scan reads every item in a table or index and should only run when you need to process the entire dataset.

How do Amazon DynamoDB developers handle real-time data changes?

Developers enable DynamoDB Streams on a table to capture item-level modifications. They then connect these stream events to AWS Lambda functions to trigger downstream processing or notifications.