Amazon SageMaker Alternatives (September 2025)

AWS Deep Learning AMIs provides ML practitioners with curated, secure frameworks, dependencies, and tools to accelerate and scale deep learning in the cloud.

The easiest way to build and scale generative AI applications with foundation models.

AWS Deep Learning Containers are Docker images preinstalled with deep learning frameworks that make it easy to deploy custom machine learning environments.

Amazon Lex is a fully managed AI service for building conversational interfaces into any application. Start creating a chatbot, voice assistant, machine learning-powered IVR, or virtual agent today.

Learn about AWS Inferentia an ML chip presented by AWS.

Amazon QuickSight is a cloud-native, serverless, business intelligence (BI) with native machine learning (ML) integrations and usage-based pricing, allowing insights for all users.

Amazon DevOps Guru is a machine learning service designed to detect abnormal operating patterns so you can identify issues before they impact your customers.

Build your AWS Cloud Skills with AWS Training and Certification. Learn AWS online with free digital training, in-person classroom training, virtual classroom training, and private on-site and virtual training. Learn more!

The AWS Command Line Interface (CLI) provides a unified tool to manage your AWS services directly from the command line.

AWS Ground Station is a fully managed service that lets you control satellite communications, downlink and process satellite data, and scale your satellite operations quickly, easily and cost-effectively without having to worry about building or managing your own ground station infrastructure

Amazon Rekognition automates image recognition and video analysis for your applications without machine learning (ML) experience.

Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use.

Amazon Comprehend is a natural-language processing (NLP) service that uses machine learning (ML) to uncover information in unstructured data and text within documents.

AWS IoT Analytics makes it simple to run and operationalize analytics on massive volumes of IoT data, without the cost and complexity of building an IoT analytics platform.

Amazon Personalize is an ML service that helps developers quickly build and deploy a custom recommendation engine with real-time personalization and user segmentation.

Fully managed Lustre file system integrated with S3 for workloads that require fast access to compute and high throughput such as high performance computing (HPC), media rendering, and machine learning (ML) training data sets.

AWS Batch allows developers, scientists, and engineers to efficiently process hundreds of thousands of batch and machine learning computing jobs on AWS.

Amazon GameSparks is a fully managed game backend service that manages and scales your cloud infrastructure.

AWS Cloud9 is a cloud-based integrated development environment (IDE) that lets you write, run, and debug your code with just a browser.

Amazon MSK is a fully managed, secure, and highly available Apache Kafka service that makes it easy to ingest and process streaming data in real time at a low cost.

Unlock fast and scalable search, monitoring, and analysis for log analytics and website search by deploying and running OpenSearch and ALv2 Elasticsearch.

Amazon API Gateway helps you build HTTP, REST, and WebSocket APIs with a fully managed service that makes it easy to create, publish, maintain, manage, monitor, and secure APIs.

Driven by the need for greater productivity, lower costs, and more recently being able to scale a remote workforce, organizations around the world are moving their IT workloads to the cloud. Planning a move to the cloud requires upfront pre-migration planning; this is as important as the implementation itself. But it can be daunting to know where to start or what needs to be in place for a successful migration. The Amazon Web Services (AWS) Cloud Adoption Readiness Tool (CART) can help provide insight into your level of readiness and what you can do to improve it.

Build and test code with automatic scaling, and pay only for the build minutes you use.

Amazon Macie is a data security service that uses machine learning (ML) and pattern matching to discover and help protect your sensitive data.

AWS Service Catalog helps you create and manage IaC templates approved for use on AWS so anyone can discover approved, self-service cloud resources.

Amazon Comprehend Medical is a a HIPAA-eligible service that uses machine learning to extract health data from medical text.

Amazon Redshift is a fast, fully managed cloud data warehouse that makes it simple and cost-effective to analyze all your data.

Amazon Neptune is a fast, fully managed database service powering graph use cases such as identity graphs, knowledge graphs, and fraud detection.

Amazon Relational Database Service (RDS) is a fully managed, open-source cloud database service that allows you to easily operate and scale your relational database of choice, including Amazon Aurora, PostgreSQL, SQL Server, and MySQL.

Amazon SQS fully managed message queuing makes it easy to decouple and scale microservices, distributed systems, and serverless applications.

Build machine learning models in a simplified way with machine learning platforms from Azure. Machine learning as a service increases accessibility and efficiency.

Use Amazon Managed Blockchain (AMB) to build with Scalable Blockchain Network at scale without any specialized infrastructure investment.

AWS CodePipeline automates the build, test, and deploy phases of your release process each time a code change occurs.

AWS Glue is a serverless data integration service that makes it easy to discover, prepare, integrate, and modernize the extract, transform, and load (ETL) process.

AWS App Runner helps you deploy and scale from your source code or container image to a secure web application on AWS.

AWS CloudFormation is an infrastructure as code (IaC) service that allows you to easily model, provision, and manage AWS and third-party resources.

AWS Cloud Development Kit (CDK) is an open-source software development framework used to model and provision your cloud application resources with familiar programming languages.

Implement customer identity and access management (CIAM) that scales to millions of users with Amazon Cognito, fully managed authentication service.

Amazon DocumentDB is a fast, scalable, and highly available document database that is MongoDB compatible.

Train and deploy ML models and LLMs on top of Kubernetes at the speed of Big Tech with 100% reliability and scalability. Slash production costs by 30-40% and release models to production faster. Training jobs, inference services, GPUs and more on your own infra.

The broadest selection of relational and NoSQL purpose-built databases, fully managed, high performance, and ready to scale.

Amazon SWF is a cloud process flow management application that gives developers tools to coordinate applications across multiple machines.

AWS CodeDeploy makes it easier for you to rapidly release new features, avoid downtime during application deployment, and handle the complexity of updating your applications.

Capture, process, and store video streams & media streams for computer vision apps, smart home apps, smart city apps, and real-time video analytics.

Data science and machine learning in the cloud in seconds—Use R and Python with GPUs, Dask clusters, and more

Amazon EC2 provides secure, resizable compute in the cloud, offering the broadest choice of processor, storage, networking, OS, and purchase model.

Amazon Timestream is a fast, scalable, serverless time series database service for Internet of Things (IoT) and operational applications that helps you store and analyze time series data.

Amazon Textract is a machine learning (ML) service that uses optical character recognition (OCR) to automatically extract text, handwriting, and data from scanned PDF documents, forms, and tables.

Amazon AppFlow is an integration service that enables you to securely transfer data between SaaS applications and AWS services without code.

Amazon EMR is a cloud big data platform for running large-scale distributed data processing jobs, interactive SQL queries, and machine learning applications using open-source analytics frameworks such as Apache Spark, Apache Hive, and Presto.

Amazon MQ is a managed message broker service for Apache ActiveMQ and RabbitMQ that simplifies setup and operation of open-source message brokers on AWS.

AWS IoT lets you securely connect and manage devices, collect and analyze device data, and build and deploy solutions that drive greater business value.

Amazon Simple Email Service (SES) is a cost-effective, flexible, and scalable email service provider that allows developers to send email from within any application.

Fully managed Windows file system for business applications.

Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for developers to add speech to text capability to their applications

Amazon Elastic Container Service (Amazon ECS) provides a fully managed container service solution that’s easy to use, scalable, secure, and reliable.

Describes Amazon Forecast in AMS.

Learn how customers run Kubernetes on Amazon EKS with detailed case studies and videos.

Track, compare, and reproduce your ML experiments with Comet's machine learning platform. Leverage insights to build better models, faster.

AWS Lake Formation makes it easier to centrally govern, secure, and globally share data for analytics and machine learning.

AWS Step Functions lets you orchestrate multiple AWS services into serverless workflows so that you can build and update applications quickly.

Amazon Lightsail is an easy-to-use virtual private server (VPS) that offers simple management of cloud resources such as containers, at low, predictable prices.

Serve, Monitor, Manage and Scale your machine learning operations with our enterprise ready MLOps tools. Get a demo or start a trial today. %

Amazon GuardDuty is a threat detection service that monitors for malicious activity and anomalous behavior to protect AWS accounts, workloads, and data.

Try Vertex AI, a fully-managed AI development platform for building generative AI apps, with access to 130+ foundation models including Gemini 1.5 models.

AWS Clean Rooms helps companies and their partners more securely analyze and collaborate on their collective datasets without sharing or copying one another’s underlying data.

Collect streaming data, create a real-time data pipeline, and analyze real-time video and data streams, log analytics, event analytics, and IoT analytics.

Powerful model serving and orchestration for your AI & ML projects, without the hassle of managing Kubernetes & cloud infrastructure.

Discover, deploy, and publish serverless applications for common use cases including Alexa Skills, chatbots, IoT, web and mobile back-ends, data processing, and more.

AWS IoT Greengrass is an open-source edge runtime and cloud service that helps you build, deploy, and manage intelligent device software.

Amazon GameLift provides reliable and scalable game server hosting to easily deploy and manage game servers while focusing on creating engaging gameplay.

AWS Compute Optimizer recommends more efficient AWS compute resources for your workloads to reduce costs and improve performance.

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

AWS Device Farm is an application testing service that allows you to test iOS, Android, and web applications on real smartphones, tablets and desktop web browsers.

Shaip's AI Data and Generative AI Platform delivers powerful solutions for your AI projects, from traditional machine learning to advanced generative AI, all supported by industry experts.

Increase model velocity and improve AI outcomes with Arize AI’s ML observability platform. Discover issues, diagnose problems, and improve performance.

AWS IoT Device Management allows you to securely onboard, organize, monitor, and remotely manage IoT devices at scale.

Run AWS infrastructure and services on premises for a truly consistent hybrid experience.

AWS IoT Device Defender makes it easier to maintain, manage, and configure security policies for all your IoT devices. Get the tools to identify and respond to security issues.

We provide fully managed on-demand annotation services at scale to build better computer vision-based machine learning models.

Amazon CloudFront is a content delivery network (CDN) service that helps you distribute your static and dynamic content quickly and reliably with high speed performance, security, and developer ease-of-use.

AWS License Manager makes it easier for you to manage your software licenses from vendors, such as Microsoft, SAP, Oracle, and IBM, across AWS and on-premises environments.

AWS Systems Manager is a secure end-to-end management solution for resources on AWS and in multicloud and hybrid environments.

Amazon MemoryDB is a Redis OSS-compatible, durable, in-memory database service that delivers ultra-fast performance.

Machine Learning made beautifully simple for everyone. Take your business to the next level with the leading Machine Learning platform.

Deeploy creates software to enable interaction between humans and Machine Learning models. With our software ML deployments are manageable, accountable and explainable by design.

Accelerate your full-stack web and mobile app development with AWS Amplify. Easy to start, easy to scale. No cloud expertise needed.

Kubeflow makes deployment of ML Workflows on Kubernetes straightforward and automated

AWS IoT SiteWise makes it easy to collect, organize, and analyze data from industrial equipment at scale.

EDGENeural.ai is an end-to-end Edge AI platform enabling developers to train, optimize and deploy blazing-fast deep learning models on any hardware, in a matter of weeks.

Prepackaged and optimized deep learning containers for developing, testing, and deploying AI applications on TensorFlow, PyTorch, and scikit learn.

Discover the tools that you need to simplify and accelerate your migration and modernization with AWS Migration Hub. Learn more about key benefits and tools.

H2O.ai has released open-source product h2oGPT for enterprises to build transparent and secure chatbot applications similar to ChatGPT.

AWS Cloud WAN makes it easy to build, manage, and monitor a unified global network—connecting your cloud and on-premises resources.

iMerit provides a technology platform, custom tooling and experts-in-the-loop for machine learning and generative AI model evaluation.

Discover HyScaler: an AI, Blockchain, IT & software development consulting group. Upgrade your enterprise with tailored digital strategies with us.

Custom software solutions: web applications, backend systems & enterprise applications. Scala, Java, Big Data, Machine Learning, Blockchain.

AWS Local Zones are a type of AWS infrastructure deployment that make it possible to run low latency applications closer to end users or on-premises installations in a specific geography.