--- title: Amazon SageMaker Reviews meta\_title: 'Amazon SageMaker Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 57 reviews by the users' company size, role or industry to find out how Amazon SageMaker works for a business like yours. aggregate\_rating: rating\_value: 4.3 review\_count: 57 scale: '5' date\_modified: '2026-08-09' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # Amazon SageMaker Reviews & Product Details Visit Website Amazon SageMaker is a fully managed service that enables data scientists and developers to build, train, and deploy machine learning (ML) models at scale. It provides a comprehensive suite of tools and infrastructure, streamlining the entire ML workflow from data preparation to model deployment. With SageMaker, users can quickly connect to training data, select and optimize algorithms, and deploy models in a secure and scalable environment. Key Features and Functionality: - Integrated Development Environments (IDEs): SageMaker offers a unified, web-based interface with built-in IDEs, including JupyterLab and RStudio, facilitating seamless development and collaboration. - Pre-built Algorithms and Frameworks: It includes a selection of optimized ML algorithms and supports popular frameworks like TensorFlow, PyTorch, and Apache MXNet, allowing flexibility in model development. - Automated Model Tuning: SageMaker can automatically tune models to achieve optimal accuracy, reducing the time and effort required for manual adjustments. - Scalable Training and Deployment: The service manages the underlying infrastructure, enabling efficient training of models on large datasets and deploying them across auto-scaling clusters for high availability. - MLOps and Governance: SageMaker provides tools for monitoring, debugging, and managing ML models, ensuring robust operations and compliance with enterprise security standards. Primary Value and Problem Solved: Amazon SageMaker addresses the complexity and resource-intensive nature of developing and deploying ML models. By offering a fully managed environment with integrated tools and scalable infrastructure, it accelerates the ML lifecycle, reduces operational overhead, and enables organizations to derive insights and value from their data more efficiently. This empowers businesses to innovate rapidly and implement AI solutions without the need for extensive in-house expertise or infrastructure management. * * * Product Website Amazon SageMaker Seller [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) Discussions [Amazon SageMaker Community](https://www.g2.com/products/amazon-sagemaker/discuss) Solution Type All-in-One Overview by John Miranda (Digital Marketing Specialist at Amazon Web Services) Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 2 months ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/amazon-sagemaker/pricing) ## Top-Rated Alternatives [ ![Gemini Enterprise Agent Platform](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Gemini Enterprise Agent Platform") Gemini Enterprise Agent Platform 4.3/5(744) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ ![Dataiku](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Dataiku") Dataiku 4.4/5(224) ](https://www.g2.com/products/dataiku/reviews) [ ![Azure Machine Learning](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Azure Machine Learning") Azure Machine Learning 4.3/5(90) ](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) [ View All Alternatives ](https://www.g2.com/products/amazon-sagemaker/competitors/alternatives) ## User Insights Average based on 57 real user reviews. Implementation Time 2 months Perceived Cost $$$$$ [Log in to unlock pricing and user insights](/login) ## Amazon SageMaker Integrations (7) What do users say about integrations? Integration information sourced from real user reviews. 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FB Femina B. Freelancer Small-Business (50 or fewer emp.) 6/7/2023 "Not great with image input model" 3/5 What do you like best about Amazon SageMaker? i like how wonderfully it works based on numbers data or text data. i tried working on it along with other aws products like aws lamda and aws api gateway. and the documents or examples are also good for it Review collected by and hosted on G2.com. What do you dislike about Amazon SageMaker? i wanted to work on passing and image. or video input and get the image output out of it but was not really helpful as it takes the data in excel format and then we have to save it in s3 bucket. it retrives he data from it but not sure how to pass on in image in it. Review collected by and hosted on G2.com. What problems is Amazon SageMaker solving and how is that benefiting you? Amazon is great with data science projects like cosine similarity and other similar projects as far as i worked on it and it has benefited me also the sample projects attached in it is great. would defenitely work on it in future also we get access to change the gpu whenever we need so thats another great service. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Verified User in Computer Software Mid-Market (51-1000 emp.) 6/14/2023 "Can improve the deployment process" 3/5 What do you like best about Amazon SageMaker? Unlike GCP its little better to use in my point of view. Review collected by and hosted on G2.com. What do you dislike about Amazon SageMaker? When its coming to own algorithms deployment its little hard comparing to azure. Review collected by and hosted on G2.com. What problems is Amazon SageMaker solving and how is that benefiting you? Machine learning model creation Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Oil & Energy](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Oil & Energy") UO Verified User in Oil & Energy Enterprise (\> 1000 emp.) 5/6/2023 "Utilizing AWS instances for its compute" 3/5 What do you like best about Amazon SageMaker? Has GPU options instances to choose from Review collected by and hosted on G2.com. What do you dislike about Amazon SageMaker? Takes a long time to spin up plus setting up a virtual environment within sagemaker is almost impossible Review collected by and hosted on G2.com. What problems is Amazon SageMaker solving and how is that benefiting you? It is allowing for a larger computation power and instances to train machine learning models Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ## Questions about Amazon SageMaker? Ask real users or explore answers from the community Get practical answers, real workflows, and honest pros and cons from the G2 community or share your insights. [ Ask about Amazon SageMaker ](https://www.g2.com/products/amazon-sagemaker/discussions/new) VS Vaibhav Singal • Last activity about 6 years ago What is the best way to integrate Sagemaker models with Kubernetes? 0 Upvotes 1 [ Join the conversation ](https://www.g2.com/discussions/28784-what-is-the-best-way-to-integrate-sagemaker-models-with-kubernetes) GU Guest User What is Amazon SageMaker used for? 0 Upvotes 0 [ Join the conversation ](https://www.g2.com/discussions/what-is-amazon-sagemaker-used-for) [ View all Discussions ](https://www.g2.com/products/amazon-sagemaker/discuss) ## Pricing Insights Averages based on real user reviews. ### Time to Implement 2 months ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/amazon-sagemaker/pricing) Amazon SageMaker Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Product Avatar Image") Gemini Enterprise Agent Platform 4.3/5(744) [ Compare Now ](https://www.g2.com/compare/amazon-sagemaker-vs-gemini-enterprise-agent-platform) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_d9a7abebb513247473f9558b56431a72/tensorflow.jpg "Product Avatar Image") TensorFlow 4.5/5(138) [ Compare Now ](https://www.g2.com/compare/amazon-sagemaker-vs-tensorflow) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_f176b4154a751d10150daa67a57b7dc5/azure-machine-learning-studio.jpg "Product Avatar Image") Azure Machine Learning Studio 4.3/5(90) [ Compare Now ](https://www.g2.com/compare/amazon-sagemaker-vs-microsoft-azure-machine-learning) ##### ##### Amazon SageMaker Features Model Development Language Support Drag and Drop Pre-Built Algorithms Machine/Deep Learning Services Computer Vision Natural Language Processing Natural Language Generation Deployment Managed Service Application Scalability System Data Ingestion & Wrangling [ View More Features ](https://www.g2.com/products/amazon-sagemaker/features) ##### Categories on G2 [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure)[MLOps Platforms](https://www.g2.com/categories/mlops-platforms) [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure)[MLOps Platforms](https://www.g2.com/categories/mlops-platforms)[Low-Code Machine Learning Platforms](https://www.g2.com/categories/low-code-machine-learning-platforms) [Show MoreShow Less](javascript:void(0);) ##### Explore More [What application shielding platforms offer runtime protection that deploys quickly with minimal integration effort for a startup or small team?](https://www.g2.com/discussions/what-application-shielding-platforms-offer-runtime-protection-that-deploys-quickly-with-minimal-integration-effort-for-a-startup-or-small-team)[Leading ipaas providers for app integrations](https://www.g2.com/discussions/what-are-the-leading-ipaas-providers-for-app-integrations)[Which are the most trusted enterprise service bus platforms by integration architects based on user reviews?](https://www.g2.com/discussions/which-are-the-most-trusted-enterprise-service-bus-platforms-by-integration-architects-based-on-user-reviews) [Which tools connect suspicious device fingerprints across global networks for real-time financial fraud prevention software?](https://www.g2.com/discussions/which-tools-connect-suspicious-device-fingerprints-across-global-networks-for-real-time-financial-fraud-prevention-software)[What is the top media and influencer targeting software for agencies?](https://www.g2.com/discussions/what-is-the-top-media-and-influencer-targeting-software-for-agencies)[Pros and Cons Details](https://www.g2.com/products/amazon-sagemaker/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)