Overview
Summary
The useful answer before the supporting detail.
Amazon SageMaker Feature Store is a fully managed service for machine learning features S122. It helps ML teams ingest features from streaming and batch sources, transform data into features, and build pipelines that support MLOps practices S122. The service enables storing, sharing, and managing features for training and inference, promoting reuse across ML applications S122.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: Amazon SageMaker Feature Store, a fully managed service for machine learning features S122.
- Core purpose: Solves the problem of managing and reusing ML features across applications S122.
- Intended users: Machine learning teams and data scientists building and deploying models S122.
- Product scope: A single service within the SageMaker AI suite, focused on feature storage and management S122.
- Positioning: Positioned as a fully managed solution that speeds time to model deployment S122.
- Claimed distinction: Enables feature reuse and sharing across ML applications S122.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| ML teams | Ingest features from streaming and batch sources to support model training S122. |
| Data scientists | Transform data into ML features and build pipelines to speed time to model deployment S122. |
| MLOps engineers | Store, share, and manage features for training and inference to promote reuse across applications S122. |
Traffic and search
SEO analysis
Collected Oct 20, 2026aws.amazon.com: an estimated 59,994,667 total monthly visits and about 8,185,428 monthly organic visits across 139,485 ranking keywords. Scout crawled 15 pages and measured a technical health score of 99/100.
Search summary
The useful answer before the supporting detail.
Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use. aws.amazon.com: an estimated 59,994,667 total monthly visits and about 8,185,428 monthly organic visits across 139,485 ranking keywords. Scout crawled 15 pages and measured a technical health score of 99/100.
- Total traffic (modeled): 59,994,667 monthly visits across all channels.
- Organic search traffic (estimated): 8,185,428 monthly visits from search.
- Strongest sampled ranking: 6 r's at position 1.
- Leading page in the collected evidence: https://aws.amazon.com/executive-insights/content/amazon-two-pizza-team/.
- Closest measured organic competitor: spr.com, appearing 2 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 99/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| other | Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use. | https://aws.amazon.com/ |
| other | From startups to enterprises, AWS is how leaders have powered innovation for 20 years | https://aws.amazon.com/ |
| other | Discover how AWS helps organizations in every sector build, scale, and transform. | https://aws.amazon.com/ |
| other | Explore AWS for your industry | https://aws.amazon.com/ |
| other | Cloud solutions to help customers build satellites, conduct space and launch operations, and reimagine space exploration | https://aws.amazon.com/ |
| other | Transform media & entertainment with the most purpose-built capabilities and partner solutions of any cloud | https://aws.amazon.com/ |
| other | Enable game development for every genre and platform, from AAA titles to indie studios | https://aws.amazon.com/ |
| other | The AWS Cloud spans 124 Availability Zones within 39 Geographic Regions, with announced plans for 7 more Availability Zones and 2 more AWS Regions in the Kingdom of Saudi Arabia, and Chile. | https://aws.amazon.com/ |
| other | try AWS for free | https://aws.amazon.com/ |
| other | Did you find what you were looking for today? | https://aws.amazon.com/ |
| features | Vetted solutions and guidance for business and technical use cases | https://aws.amazon.com/solutions/ |
| features | We develop solutions that address our customers' most common challenges across a range of industry and technical use cases. Each solution is thoroughly vetted by AWS architects for reliability, security, and cost-efficiency. We've packaged everything you need—from detailed guides to deployable code—making it easier than ever to get started and deliver business value faster. | https://aws.amazon.com/solutions/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
Six-month trafficModeled monthly visits
Monthly visits59,994,667
Global rank#397
Top-country rankUS #345
Bounce rate27.6%
Pages per visit12.74
Visit duration9m 52s
| Month | Modeled visits |
|---|---|
| 2026-04 | 62,295,532 |
| 2026-05 | 59,131,772 |
| 2026-06 | 60,496,111 |
| 2026-07 | 62,593,634 |
| 2026-08 | 58,563,139 |
| 2026-09 | 59,994,667 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 34.3% |
| IN | India | 14.6% |
| JP | Japan | 5.5% |
| GB | United Kingdom | 3.7% |
| BR | Brazil | 2.8% |
34.3%United States
United States34.3%India14.6%Japan5.5%United Kingdom3.7%Brazil2.8%Other39.1%
Domain identity
| Signal | Value |
|---|---|
| Registered | Nov 1, 1994 |
| Last changed | Jul 31, 2026 |
| Expires | Oct 31, 2027 |
| WHOIS server | whois.verisign-grs.com |
| DNSSEC | Not signed |
| Nameservers | NS-1447.AWSDNS-52.ORG, NS-1707.AWSDNS-21.CO.UK, NS-264.AWSDNS-33.COM, NS-521.AWSDNS-01.NET |
Website capture
Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| aws | 1,463,520 | $0.96 | $1,093,640 |
| aws console | 313,850 | $0.63 | $246,860 |
| gpt | 30,963,440 | $0.11 | $174,090 |
| aws login | 163,420 | $0.58 | $159,390 |
| aws console login | 106,650 | $0.33 | $92,800 |
Independent Google result page
Query: 6 r's
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | 6 Strategies for Migrating Applications to the Cloud - AWS | https://aws.amazon.com/blogs/enterprise-strategy/6-strategies-for-migrating-applications-to-the-cloud/ | 6 Application Migration Strategies: “The 6 R's” ; 2. Replatforming — I sometimes call this “lift-tinker-and-shift.” ; 3. Repurchasing — Moving to ... |
| 2 | The 6 Rs of application modernization | https://learn.microsoft.com/en-us/azure/app-modernization-guidance/plan/the-6-rs-of-application-modernization | The 6 Rs—Rehost, Replatform, Refactor, Rebuild, Retire, and Retain ... The 6 Rs of application modernization. Feedback. Summarize this ... |
| 3 | The 6 rs - Waste | https://practicalaction.org/learning/waste/the-6-rs/ | The '6 Rs' are Reduce, Reuse, Recycle, Refuse, Rethink and Repair. These are all terms related to ways we can lead a more sustainable life and lessen our impact ... |
| 4 | Execute a Cloud Migration Strategy with the 6 R's | https://lucid.co/blog/cloud-migration-strategy | The 6 R's are re-host, re-platform, repurchase, retain, retire, and re-factor. They represent different strategies for cloud migration. |
| 5 | The Six Rs of Sustainability: what are they? | https://greenly.earth/en-us/blog/company-guide/the-six-rs-of-sustainability-what-are-they | Reduce is the first R in the environmental trio (Reduce, Reuse, Recycle). It focuses on minimising the amount of stuff we use, buy, and already ... |
| 6 | 6Rs of Cloud Migration: How to Choose & Implement? | https://www.leanix.net/en/wiki/tech-transformation/6rs-of-cloud-migration | The '6Rs' include Rehost, Replatform, Rearchitect, Repurchase, Retire, and Retain, which are strategies for moving applications to the cloud or deciding their ... |
| 7 | The 6 R's: AWS Migration Strategies - Stormit | https://www.stormit.cloud/blog/6-rs-aws-migration-strategies/ | Discover the 6 R's of AWS migration strategy with StormIT. Learn how to streamline your AWS migration for efficiency and success. |
| 8 | Cloud Migration Strategy 2025: The Ultimate Guide to the 6 ... | https://northbaysolutions.com/blog/cloud-migration-strategy-2025-the-ultimate-guide-to-the-6-rs/ | One of the most effective frameworks for cloud migration is known as the 6 R's: Rehosting, Replat forming, Repurchasing, Refactoring, Retiring, and Retaining. |
| 9 | What are the 6 Rs of sustainability? - PlanA.Earth | https://plana.earth/academy/6-r-sustainability | These Rs are Reduce, Reuse, Recycle, Rethink, Refuse, and Repair. Each R represents a different action we can take to lessen our impact on the ... |
Important pages
Pages earning the most estimated search traffic in the sample.
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| other | Cloud Computing Services - Amazon Web Services (AWS) | 653 | new | https://aws.amazon.com/ |
| pricing | AWS Product and Service Pricing \ | playwright | 1,391 | new |
| pricing | Amazon Bedrock Pricing | 4,775 | new | https://aws.amazon.com/bedrock/pricing/ |
| pricing | Amazon EC2 – Secure and resizable compute capacity – AWS | 1,050 | new | https://aws.amazon.com/ec2/pricing/ |
| pricing | Managed Relational Database - Amazon RDS Pricing - Amazon Web Services | 3,350 | new | https://aws.amazon.com/rds/pricing/ |
| pricing | S3 Pricing | 4,987 | new | https://aws.amazon.com/s3/pricing/ |
| pricing | SageMaker pricing - AWS | 3,193 | new | https://aws.amazon.com/sagemaker/pricing/ |
| pricing | AWS re:Invent 2026 Pricing - Passes & Registration | 673 | new | https://aws.amazon.com/events/reinvent/pricing/ |
| pricing | AWS re:Invent 2026 - Accessibility Services | 1,122 | new | https://aws.amazon.com/events/reinvent/plan/accessibility-services/ |
| features | AWS Solutions Library \ | AWS | static | 836 |
| features | Features \ | static | 1,510 | new |
| features | Cloud Software Solutions in AWS Marketplace | 805 | new | https://aws.amazon.com/marketplace/solutions |
| features | AWS Security Competency Partners | 1,301 | new | https://aws.amazon.com/security/partner-solutions/ |
| features | AWS Cloud Solutions for Small and Medium Businesses - AWS | 549 | new | https://aws.amazon.com/smart-business/solutions/ |
| features | Solutions on AWS for Artificial Intelligence | 714 | new | https://aws.amazon.com/solutions/ai/ |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | [Skip to main content](#aws-page-content-main) | https://aws.amazon.com/solutions/ |
| features | AWS Solutions Library | https://aws.amazon.com/solutions/ |
| features | Cross-Industry | https://aws.amazon.com/solutions/ |
| features | What are Solutions? | https://aws.amazon.com/solutions/ |
| features | Vetted solutions and guidance for business and technical use cases | https://aws.amazon.com/solutions/ |
| features | Solve common challenges faster | https://aws.amazon.com/solutions/ |
| features | We develop solutions that address our customers' most common challenges across a range of industry and technical use cases. Each solution is thoroughly vetted by AWS architects for reliability, security, and cost-efficiency. We've packaged everything you need—from detailed guides to deployable code—making it easier than ever to get started and deliver business value faster. | https://aws.amazon.com/solutions/ |
| features | Popular solutions | https://aws.amazon.com/solutions/ |
| features | AWS Solution | https://aws.amazon.com/solutions/ |
| features | Innovation Sandbox on AWS | https://aws.amazon.com/solutions/ |
| features | Accelerate your cloud innovation with secure, cost effective, and recyclable temporary sandbox environments | https://aws.amazon.com/solutions/ |
| features | ](https://docs.aws.amazon.com/solutions/innovation-sandbox-on-aws/) | https://aws.amazon.com/solutions/ |
| features | DeepRacer on AWS | https://aws.amazon.com/solutions/ |
| features | With DeepRacer on AWS you'll learn fundamental concepts, skills, and machine learning (ML) training techniques that power foundation models in some of the most advanced generative AI applications today through the fun of racing autonomous cars. | https://aws.amazon.com/solutions/ |
| features | ](https://docs.aws.amazon.com/solutions/deepracer-on-aws/?did=sl_card&trk=sl_card) | https://aws.amazon.com/solutions/ |
| features | Distributed Load Testing on AWS | https://aws.amazon.com/solutions/ |
| features | Deploy a solution that provisions the products and services necessary to automate application load testing. | https://aws.amazon.com/solutions/ |
| features | ](https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws/?did=sl_card&trk=sl_card) | https://aws.amazon.com/solutions/ |
| features | Generative AI Deployments using Amazon SageMaker JumpStart | https://aws.amazon.com/solutions/ |
| features | This Guidance demonstrates how to deploy a generative artificial intelligence (AI) model provided by Amazon SageMaker JumpStart to create an asynchronous SageMaker endpoint with the ease of the AWS Cloud Development Kit (AWS CDK). | https://aws.amazon.com/solutions/ |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Overview | https://aws.amazon.com/pricing/ |
| pricing | Free Tier | https://aws.amazon.com/pricing/ |
| pricing | Cost Optimization | https://aws.amazon.com/pricing/ |
| pricing | Get started for free | https://aws.amazon.com/pricing/ |
| pricing | Request a pricing quote | https://aws.amazon.com/pricing/ |
| pricing | How does AWS pricing work? | https://aws.amazon.com/pricing/ |
| pricing | AWS offers you a pay-as-you-go approach for pricing for the vast majority of our cloud services. With AWS you pay only for the individual services you need, for as long as you use them, and without requiring long-term contracts or complex licensing. AWS pricing is similar to how you pay for utilities like water and electricity. You only pay for the services you consume, and once you stop using them, there are no additional costs or termination fees. | https://aws.amazon.com/pricing/ |
| pricing | Find out how much you could be saving in the AWS cloud with AWS Pricing Calculator | https://aws.amazon.com/pricing/ |
| pricing | Pay-as-you-go pricing allows you to easily adapt to changing business needs without overcommitting budgets and improving your responsiveness to changes. With a pay as you go model, you can adapt your business depending on need and not on forecasts, reducing the risk or overprovisioning or missing capacity. | https://aws.amazon.com/pricing/ |
| pricing | Flat-rate plans combine multiple AWS services into one price with no overage charges, giving you the reliability and security of AWS with simple monthly billing. As your needs grow, you can easily upgrade to plans with more capabilities and larger usage allowances. | https://aws.amazon.com/pricing/ |
| pricing | Learn more about flat-rate pricing | https://aws.amazon.com/pricing/ |
| pricing | For AWS Compute and AWS Machine Learning, Savings Plans offer savings over On-Demand in exchange for a commitment to use a specific amount (measured in $/hour) of an AWS service or a category of services, for a one- or three-year period. | https://aws.amazon.com/pricing/ |
| pricing | Savings Plans is a flexible pricing model that provides significant savings on your AWS usage. This pricing model offers lower prices on AWS Compute and AWS Machine Learning. Savings Plans offer savings over On-Demand in exchange for a commitment to use a specific amount (measured in $/hour) of an AWS service or a category of services, for a one- or three-year period. | https://aws.amazon.com/pricing/ |
| pricing | You can sign up for Savings Plans for a 1- or 3-year term and easily manage your plans by taking advantage of recommendations, performance reporting, and budget alerts in the AWS Cost Explorer. | https://aws.amazon.com/pricing/ |
| pricing | With AWS, you can get volume based discounts and realize important savings as your usage increases. For services such as S3 and data transfer OUT from EC2, pricing is tiered, meaning the more you use, the less you pay per GB. In addition, data transfer IN is always free of charge. As a result, as your AWS usage needs increase, you benefit from the economies of scale that allow you to increase adoption and keep costs under control. | https://aws.amazon.com/pricing/ |
| pricing | As your organization evolves, AWS also gives you options to acquire services that help you address your business needs. For example, AWS’ storage services portfolio, offers options to help you lower pricing based on how frequently you access data, and the performance you need to retrieve it. To optimize your savings, choose the right combinations of storage solutions that help you reduce costs while preserving performance, security and durability. | https://aws.amazon.com/pricing/ |
| pricing | Learn more about tiered pricing | https://aws.amazon.com/pricing/ |
| pricing | Is AWS Private Pricing right for you? | https://aws.amazon.com/pricing/ |
| pricing | Private Pricing offers access to commercial benefits in exchange for a commitment. Gain access to discounts for more than 200 eligible AWS services with a Private Pricing commitment over a defined term. Private Pricing is available to customers purchasing directly from AWS or our AWS partners. Learn more. | https://aws.amazon.com/pricing/ |
| pricing | To get started, contact your AWS Account Manager or email aws-private-pricing-program@amazon.com. | https://aws.amazon.com/pricing/ |
Integrations and supported platforms
No supporting public-page evidence was collected for this category.
Product and company updates
No supporting public-page evidence was collected for this category.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-20T16:17:18.846Z. Movement appears after the next fresh analysis using the same location and language.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| Ingest features | Ingest features from any data source including streaming and batch such as application logs, service logs, clickstreams, sensors, and tabular data from AWS or third-party sources S122. |
| Transform data into features | Transform data into ML features and build feature pipelines that support MLOps practices and speed time to model deployment S122. |
| Store and manage features | Store, share, and manage ML model features for training and inference to promote feature reuse across ML applications S122. |
| Feature catalog and search | Provides feature storage, catalog, search, and reuse capabilities S122. |
| Granular access control | Supports granular control over how shared ML features are accessed to meet security and compliance needs S122. |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| AWS data sources | Integration | Ingest features from AWS data sources such as application logs, service logs, clickstreams, and sensors S122. |
| Third-party data sources | Integration | Ingest features from third-party data sources S122. |
| SageMaker AI suite | Integration | Part of the SageMaker AI suite, enabling integration with other SageMaker services for ML workflows S122. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| On-demand writes | $1.25 per million write units, pay as you go S86 | Not established | Rate shown in the pricing example S86 |
| On-demand reads | $0.25 per million read units, pay as you go S86 | Not established | Rate shown in the pricing example S86 |
| Online storage | $0.45 per GB-month, pay as you go S86 | Not established | Rate implied by the pricing example S86 |
| Provisioned capacity | Not published | Pay per provisioned unit S86 | Charged whether or not capacity is used S86 |
| In-memory online store | Not published | Pay as you go S86 | Minimum 5 GiB storage charge per hour S86 |
| Free tier | First 2 months: 10 million write units, 10 million read units, and 25 GB storage on the standard online store S86 | Not established | Not established |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| spr.com | 2 | 2 | 3.5 | 6 r's, 6 rs |
| netapp.com | 2 | 2 | 7.5 | 6 r's, 6 rs |
| gdt.com | 1 | 1 | 2 | 6 r's |
| learn.microsoft.com | 1 | 1 | 2 | 6 rs |
| comsoltx.com | 1 | 1 | 3 | 6 r's |
| lucid.co | 1 | 1 | 3 | 6 rs |
| dev.to | 1 | 1 | 4 | 6 r's |
| leanix.net | 1 | 1 | 4 | 6 rs |
| wigan.gov.uk | 1 | 1 | 5 | 6 r's |
| interlaced.io | 1 | 1 | 5 | 6 rs |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
No supporting public-page evidence was collected for this category.
Independent review sources discovered
No links to supported independent review platforms were discovered on the collected pages.
Backlink profile
Authority and referring-domain signals.
Backlink comparison profile
- Domain rating: 96/100
- Backlinks: 104,843,364
- Referring domains: 318,142
- Dofollow backlinks: 94.0%
- Dofollow referring domains: 91.0%
Collection decision
The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 1.5%
| Month | Traffic share | Source |
|---|---|---|
| — | — | All AI assistants |
| — | — | All AI assistants |
| — | — | All AI assistants |
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| features | Use agent mode for a conversational discovery experience that’s purpose-built for software procurement. Describe your use case, ask questions, compare products side-by-side, and generate customized purchasing proposals. Use the AI-enhanced search to discover solutions for your use case and start evaluating your options on product pages or in agent mode. | https://aws.amazon.com/marketplace/features |
| features | Access thousands of customer reviews and compare similar products side-by-side to help inform your decision. Request product demos and custom pricing directly from product pages to contact sellers quickly. | https://aws.amazon.com/marketplace/features |
| features | Launch templated Single Pane of Glass dashboards to get insights and granular visibility into your software procurement. For a high-level overview of your spend and agreements, access the procurement insights dashboard in the AWS Marketplace console. | https://aws.amazon.com/marketplace/features |
| features | AI platforms that can help you simplify data experimentation and formulate deeper insights from disparate sources across your data estate. | https://aws.amazon.com/marketplace/solutions |
| features | DS Smith Enhances Procurement Spending Insights Using ML-powered Solution from Exponentia.ai on AWS | https://aws.amazon.com/security/partner-solutions/ |
| features | Whether you're looking to cut costs, protect your data, reach more customers, or put AI to work, find the right cloud solution for your business in minutes, not months. Start on your own or get matched with a trusted AWS Partner. | https://aws.amazon.com/smart-business/solutions/ |
| features | Without a dedicated IT team, every technology decision falls on you. You can't afford downtime, a data breach, or to fall behind on AI. The right cloud solution, set up by the right AWS Partner, handles the complexity—so you can stay focused on growing your business. | https://aws.amazon.com/smart-business/solutions/ |
| features | Put AI to work—without a big team | https://aws.amazon.com/smart-business/solutions/ |
| features | With DeepRacer on AWS you'll learn fundamental concepts, skills, and machine learning (ML) training techniques that power foundation models in some of the most advanced generative AI applications today through the fun of racing autonomous cars. | https://aws.amazon.com/solutions/ |
| features | Generative AI Deployments using Amazon SageMaker JumpStart | https://aws.amazon.com/solutions/ |
| features | This Guidance demonstrates how to deploy a generative artificial intelligence (AI) model provided by Amazon SageMaker JumpStart to create an asynchronous SageMaker endpoint with the ease of the AWS Cloud Development Kit (AWS CDK). | https://aws.amazon.com/solutions/ |
| features | ](https://docs.aws.amazon.com/solutions/generative-ai-deployments-using-amazon-sagemaker-jumpstart/) | https://aws.amazon.com/solutions/ |
| pricing | For AWS Compute and AWS Machine Learning, Savings Plans offer savings over On-Demand in exchange for a commitment to use a specific amount (measured in $/hour) of an AWS service or a category of services, for a one- or three-year period. | https://aws.amazon.com/pricing/ |
| pricing | Savings Plans is a flexible pricing model that provides significant savings on your AWS usage. This pricing model offers lower prices on AWS Compute and AWS Machine Learning. Savings Plans offer savings over On-Demand in exchange for a commitment to use a specific amount (measured in $/hour) of an AWS service or a category of services, for a one- or three-year period. | https://aws.amazon.com/pricing/ |
| pricing | Amazon Bedrock offers select foundation models (FMs) from leading AI providers like Anthropic, Meta, Mistral AI, and Amazon for batch inference at a 50% lower price compared to on-demand inference pricing. To learn more about Batch, click [here](https://docs.aws.amazon.com/bedrock/latest/userguide/batch-inference.html "batch tier"). Please refer to model list [here](https://docs.aws.amazon.com/bedrock/latest/userguide/batch-inference-supported.html "model list"). | https://aws.amazon.com/bedrock/pricing/ |
These are first-party product claims, not independent measurements of AI-search visibility.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Competitor gap | Review the sampled queries where spr.com appears. | 2 first-page appearances across 6 r's, 6 rs |
Website intelligence — Collected evidence
Website evidence gaps
- integrations: no usable public page was collected; verify whether the site publishes this evidence.
- customers: no usable public page was collected; verify whether the site publishes this evidence.
- reviews: no usable public page was collected; verify whether the site publishes this evidence.
- changes: no usable public page was collected; verify whether the site publishes this evidence.
- identity: no usable public page was collected; verify whether the site publishes this evidence.
- technical: no usable public page was collected; verify whether the site publishes this evidence.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
| Platform | Page | How it was found | Note |
|---|---|---|---|
| Trustpilot | Aws Amazon Reviews / Read Customer Service Reviews of aws.amazon.com | Grounded web search | # Aws Amazon Reviews 366 ... Most reviewers were let down by their experience overall. Consumers express widespread dissatisfaction with the service provided by the company. People have voiced concerns about various aspects, including the service itself, the company website, and the level of customer service they received. The user experience has also been a significant point of criticism, with many reviewers finding it subpar. Furthermore, several consumers have raised issues with payment proce |
| Bernard Marr | Delivery Hero and AWS: Cost Optimization in the Cloud / Bernard Marr | Grounded web search | AWS cloud services enabled Delivery Hero to undertake several initiatives aimed at reducing costs while maintaining service levels. One of these was increasing the use of “spot instances” – an AWS feature that allows its customers to utilize spare cloud computing capacity (Amazon Elastic Cloud Compute) at significantly reduced costs. Krenz told me that some of their teams managed to move up to 90 percent of their workloads onto these spot instances, leading to substantial savings with no impact |
Customer proof
| Proof type | Named customer or source | Evidence |
|---|---|---|
| Case study | Booking.com | customer case study — Booking.com is one of the world’s largest online travel platforms. (How Booking.com manages Amazon Connect Customer flows as code at scale / AWS Contact Center) |
| Case study | U.S. Bank | customer case study — U.S. (How U.S. Bank migrated 119 TB from Oracle Exadata to Amazon RDS for Oracle / AWS Database Blog) |
| Case study | citiustech.com | customer case study — The customer, a global pharmaceutical and medical device company, wanted to revolutionize their cataract refractive suite to deliver a better experience to their consumers ... (CitiusTech modernizes cataract surgery planning platform for a global pharma company) |
| Case study | msp360.com | customer case study — ’s IT department successfully backed up over 1.5 ... (CloudBerry Case Study 032217) |
Independent mentions
- How Octave built a secure multi-tenant AI foundation on Amazon Bedrock / Artificial Intelligence — # How Octave built a secure multi-tenant AI foundation on Amazon Bedrock ... . Its cloud-native quality management system, Reliance, supports over 650 enterprise customers ... over 40 applications, from complaint management and CAPA tracking to audit
- ClearDATA and AWS Help CareCloud Run a HIPAA — ## ClearDATA and AWS Help CareCloud Run a HIPAA ## Compliant SaaS Platform on ... chose to partner with ClearDATA, an Amazon Web Services (AWS) APN ... Healthcare Competency Partner. CareCloud runs its primary application platform on the ClearDATA
- Launching streaming services in 15 minutes on AWS with Vimond — At Vimond, we believe professional-grade streaming should be accessible to every content creator. By re-architecting our platform on AWS, we’ve optimised our operations to deliver significant benefits directly to our customers: a 35% reduction in infrastructure costs and the ability to deploy fully functional streaming apps in under 15 minutes. Our AWS-powered ecosystem lets you scale your business efficiently, paying only for what you use, while reaching global audiences in over 30 languages. T
- How healthcare startups are building a modern data platform using AWS / YourStory — Held on December 9, 2021, the 90-minute session included exclusive AWS customer testimonials where AWS experts and customers discussed various use cases of AWS’ data platform. Ajay Tiwari, CTO, HealthKart spoke at length on ‘Building real-time analytics pipeline using AWS’ and Shafeeq Ahmed, Director - Data & Infrastructure, Mfine shared his expertise on ‘Secure and scalable healthcare services on AWS’.
External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | You pay for requests made against your S3 buckets and objects. S3 request costs are based on the request type, and are charged on the quantity of requests as listed in the table below. When you use the Amazon S3 console | source |
| Contact and support | What if your CX team could anticipate a customer's needs and resolve them before they even pick up the phone? Agentic AI makes it possible - and with agentic CX designer, business users can build those experiences themse | source |
| Legal and privacy | Beginning of dialog window. Escape will cancel and close the window. | source |
| Security and compliance | Yes. Amazon Connect Customer keeps data, models, and conversation logic within one AWS trust boundary. HIPAA eligible, with support for PCI DSS, FedRAMP, SOC, ISO 27001, and GDPR. All data encrypted at rest and in transi | source |
| Uptime and status page | Not published on the collected pages. | — |
| Domain registered | 1994-11-01 | — |
| Domain expires | 2027-10-31 | — |
Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Managed Relational Database - Amazon RDS Pricing - Amazon Web Services | Status page | Public service-status information. (source) | Not dated |
Not found in the collected public sources: public roadmap, changelog or release notes, separate help center or knowledge base.
Technical
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | Fully managed service on AWS cloud S122. | S122 |
| Platforms and apps | Web-based service via AWS S122. | S122 |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Not published on the collected pages. | — |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Not published on the collected pages. | — |
| Release activity | Not published on the collected pages. | — |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| TLS certificate | Amazon, valid, expires 2027-03-04 |
| Security headers | HSTS, X-Content-Type-Options, X-Frame-Options |
| Headers not served | CSP, Referrer-Policy |
| Server header | Server |
| Nameservers | ns-905.awsdns-49.net, ns-106.awsdns-13.com |
Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s); rdap: HTTP 404; rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.
Technical site audit
A bounded multi-page crawl with page-level issues and URLs.
Scout — Bounded technical crawl
- Pages crawled: 15 of 15 maximum
- Technical health: 99/100
- Critical issues: 0
- Warnings: 2
- Notices: 5
Issues
| Severity | Issue | Value | Affected URL |
|---|---|---|---|
| warning | Title length should be reviewed | 67 | https://aws.amazon.com/contact-us/ |
| warning | Title length should be reviewed | 82 | https://aws.amazon.com/events/reinvent/ |
| notice | Meta description length should be reviewed | 195 | https://aws.amazon.com/events/reinvent/ |
| notice | Meta description length should be reviewed | 211 | https://aws.amazon.com/data/resources/data-foundation-for-agentic-ai/ |
| notice | Page is marked noindex | — | https://aws.amazon.com/resources/analyst-reports/gartner/global-mq-ardm-26-magic-quadrant-for-strategic-cloud-platform-services/ |
| notice | Meta description length should be reviewed | 177 | https://aws.amazon.com/what-is-aws/ |
| notice | Meta description length should be reviewed | 212 | https://aws.amazon.com/compliance/ |
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | Cloud Computing Services - Amazon Web Services (AWS) | 1 | 1464 | 82 ms | https://aws.amazon.com/ |
| 200 | AWS Support and Customer Service Contact Info \ | Amazon Web Services | 1 | 1136 | 39 ms |
| 200 | AWS Marketplace: Homepage | 1 | 1660 | 508 ms | https://aws.amazon.com/marketplace |
| 200 | AWS re:Invent 2026 \ | The Premier Cloud and AI Conference \ | Nov 30-Dec 4, Las Vegas | 1 | 1371 |
| 200 | Build & Ship AI Agents: From Pilot to Production – AWS | 1 | 1891 | 65 ms | https://aws.amazon.com/ai/build-ai-agents/ |
| 200 | Get started fast with AWS \ | Free account and spending controls | 1 | 2071 | 73 ms |
| 200 | Building a Data Foundation for Agentic AI \ | AWS Guide | 1 | 4842 | 93 ms |
| 200 | Gartner \ | Magic Quadrant for Strategic Cloud Platform Services | 1 | 1262 | 40 ms |
| 200 | AI Solutions for Small and Medium Businesses - AWS | 1 | 1904 | 84 ms | https://aws.amazon.com/smart-business/solutions/artificial-intelligence-small-medium-business/ |
| 200 | What’s New at AWS – Cloud Innovation & News | 1 | 880 | 48 ms | https://aws.amazon.com/new/ |
| 200 | AWS Blogs - Cloud news & innovation \ | Amazon Web Services (AWS) | 1 | 927 | 38 ms |
| 200 | Why Choose AWS? The World's Leading Cloud \ | Amazon Web Services | 1 | 1538 | 53 ms |
| 200 | Getting Started - Cloud Computing Tutorials for Building on AWS | 1 | 1280 | 59 ms | https://aws.amazon.com/getting-started/ |
| 200 | Cloud Security – Amazon Web Services (AWS) | 1 | 1525 | 43 ms | https://aws.amazon.com/security/ |
| 200 | Cloud Compliance - Amazon Web Services (AWS) | 1 | 1360 | 57 ms | https://aws.amazon.com/compliance/ |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 47.6% |
| search | 21.1% |
| search organic | 16.2% |
| search paid | 4.9% |
| social | 4.1% |
| social organic | 3.8% |
| social paid | 0.2% |
| referrals | 19.6% |
| paid referrals | 3.3% |
| 2.8% | |
| gen ai | 1.5% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic sessions, engagement, landing pages, conversions, geography, and devices |
No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.
Limits and method
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages focus on the product's capabilities and pricing but do not mention specific limitations or competitors. Evidence gaps include lack of customer reviews, detailed documentation, and integration specifics beyond data sources. Open questions remain about API availability, data export options, and performance guarantees.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from aws.amazon.com, including the SageMaker Feature Store product page, AWS pricing pages, and general AWS overview pages. The evidence catalog includes 180 entries, but only a subset directly pertains to SageMaker Feature Store. External proof search was enabled but did not yield additional verification. Limitations include potential marketing bias and lack of independent reviews.
- Official Websitehttps://aws.amazon.com/sagemaker/ai/feature-store/Verified
- Official Websitehttps://aws.amazon.com/products/Verified
- Official Websitehttps://aws.amazon.com/products/connect/customer/Verified
- Official Websitehttps://aws.amazon.com/what-is-aws/Verified
- Pricing Pagehttps://aws.amazon.com/pricing/Verified
- Pricing Pagehttps://aws.amazon.com/bedrock/pricing/Verified
- Pricing Pagehttps://aws.amazon.com/ec2/pricing/Verified
- Pricing Pagehttps://aws.amazon.com/rds/pricing/Verified
- Pricing Pagehttps://aws.amazon.com/s3/pricing/Verified
- Pricing Pagehttps://aws.amazon.com/sagemaker/pricing/Verified
- Pricing Pagehttps://aws.amazon.com/marketplace/features/custom-terms-pricingVerified
- Pricing Pagehttps://aws.amazon.com/sagemaker/ai/pricing/Verified
- Documentationhttps://aws.amazon.com/marketplaceVerified
- Official Websitehttps://aws.amazon.com/solutions/Verified
- Official Websitehttps://aws.amazon.com/marketplace/featuresVerified
- Review Sitehttps://www.trustpilot.com/review/aws.amazon.com?page=9Verified
- Articlehttps://aws.amazon.com/blogs/contact-center/how-booking-com-manages-amazon-connect-customer-flows-as-code-at-scale/Verified
- Articlehttps://aws.amazon.com/blogs/database/how-u-s-bank-migrated-119-tb-from-oracle-exadata-to-amazon-rds-for-oracle/Verified
- Review Sitehttps://bernardmarr.com/delivery-hero-and-aws-cost-optimization-in-the-cloud/Verified
- Articlehttps://aws.amazon.com/blogs/machine-learning/how-octave-built-a-secure-multi-tenant-ai-foundation-on-amazon-bedrock/Verified
- Articlehttps://www.cleardata.com/wp-content/uploads/2023/06/34-CareCloud.pdfVerified
- Articlehttps://blog.vimond.com/news/launching-streaming-services-in-15-minutes-on-aws-with-vimondVerified
- Articlehttps://yourstory.com/2022/01/aws-help-healthcare-startups-build-modern-data-platformVerified
- Articlehttps://www.citiustech.com/hubfs/citius-vision/case-study/citiustech-modernized-a-cataract-surgery-planning-platform-on-aws.pdfVerified
- Articlehttps://www.msp360.com/download/case_studies/CloudBerry_Lab_CaseStudy_Edgartown_AWS.pdfVerified