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Amazon ECR VS UtilityLab.dev

Compare Amazon ECR VS UtilityLab.dev and see what are their differences

Amazon ECR

Amazon ECR is a fully-managed Docker container registry enabling developers to store, manage, and deploy Docker container images.

Rating
0 reviews
Alternatives Is it good?
UtilityLab.dev

Estimate LLM API costs before you build — GPT-4, Claude, Gemini

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Rating
0 reviews
Pricing
Free
Alternatives Is it good?
SiftQ
MiniMax H3 video from $0.019/sec; 2K output from $0.032/sec — up to 79% below MiniMax list pricing, with multimodal references and API access. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, Amazon ECR seems to be more popular. It has been mentioned 53 times since March 2021.

social mentions
53 vs 0
Cloud Computing popularity
100% vs 0%
alternatives listed
102 vs 7

Base details

Website, pricing, platforms and company facts side by side.

Amazon ECR
UtilityLab.dev
Website aws.amazon.com utilitylab.dev
Pricing —
Free
Company — 2026
Listed in
Cloud Computing Cloud Hosting Cloud Infrastructure Object Storage +1
Online Tools Utilities Developer Tools Design Tools API Tools AI Tools AI +4

About Amazon ECR and UtilityLab.dev

In their own words, as submitted to SaaSHub.

Amazon ECR
UtilityLab.dev

No description of Amazon ECR yet.

Free browser-based tool to estimate API costs for GPT-4, Claude, Gemini, and open-source models. Calculate prompt, completion, and monthly token expenses before writing code. No sign-up required. AI Cost Simulator helps developers and teams estimate LLM API pricing before they ship. Select from...

Read more about UtilityLab.dev

Features and specs

What each product offers, as listed by its team.

Amazon ECR 5 features
UtilityLab.dev 3 features
  • Scalability
    Amazon ECR is designed to scale with your infrastructure. It can handle large volumes of image storage and distribution, supporting seamless scaling of applications.
  • Integration with AWS Services
    ECR integrates well with other AWS services like ECS, EKS, and CodePipeline, allowing a streamlined DevOps workflow and easy deployment of containerized applications.
  • Security
    ECR allows for secure image storage and management with support for AWS IAM for authentication and VPC integration for network security, as well as image encryption at rest using AWS KMS.
  • Automated Image Scanning
    ECR offers an automated image scanning feature that can identify vulnerabilities in your container images, helping you maintain secure container deployments.
  • Reliability
    With AWS backing, ECR provides high availability and durability for container images, ensuring reliable access to images when you need them.

Possible disadvantages

  • Cost
    While ECR offers a free tier, costs can escalate with higher usage, as you are charged for both the storage of images and the data transferred.
  • AWS Dependency
    Since ECR is an AWS service, there is a dependency on AWS infrastructure, and it might not be ideal for organizations looking to remain cloud-agnostic.
  • Learning Curve
    New users may face a learning curve, especially when integrating ECR with other AWS services, as AWS's array of features and complexity can be overwhelming.
  • Limited Third-Party Integrations
    Compared to some other container registries, ECR may have fewer direct integrations with third-party CI/CD tools, which could be a limitation for some development environments.
  • Cost Calculation Tool
    Per-call and monthly estimates based on input/output tokens and volume
  • Privacy
    All calculations run locally in-browser, no data uploaded
  • Supported Models
    GPT-4o, GPT-4o Mini, Claude 3.5 Sonnet, Claude 3 Opus, Gemini 1.5 Pro, Gemini 2.0 Flash, DeepSeek V4 Flash

Videos

Walkthroughs and reviews on video.

Amazon ECR 3 videos + Add
UtilityLab.dev 0 videos + Add

Managing Container Images with Amazon ECR - AWS Online Tech Talks

More videos

  • - AWS Cloud Containers Conference - Security Best Practices with Amazon ECR
  • - How to setup Docker Registry in Amazon ECR | Create Docker image and push to Amazon ECR | ECR Docker

No UtilityLab.dev videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Amazon ECR
UtilityLab.dev
100% 100%
Cloud Computing
0% 0%
0% 0%
Design Tools
100% 100%
100% 100%
Cloud Hosting
0% 0%
0% 0%
API Tools
100% 100%

Questions & Answers

As answered by people managing Amazon ECR and UtilityLab.dev.

What makes your product unique?

UtilityLab.dev's answer:

Most LLM cost calculators are either spreadsheets or require signing up for an API. AI Cost Simulator is a free, browser-based tool that works instantly — no account, no installation, no data upload. It supports the widest range of models (GPT-4o, Claude 3.5 Sonnet, Gemini 1.5 Pro, DeepSeek V4 Flash, and more) with both per-call and monthly volume estimates in one view.

Which are the primary technologies used for building your product?

UtilityLab.dev's answer:

Vanilla JavaScript, HTML, and CSS — no frameworks, no bundlers. All cost calculations happen client-side. The tool is deployed as a static site on Cloudflare Pages for global low-latency access.

Why should a person choose your product over its competitors?

UtilityLab.dev's answer:

It's the only zero-friction cost estimator. Competitors either lock features behind sign-up walls, only support one model family, or require you to dig through separate pricing pages. AI Cost Simulator gives you a side-by-side comparison of all major LLM providers in one page — and everything runs locally in your browser, so your pricing data never leaves your machine.

How would you describe the primary audience of your product?

UtilityLab.dev's answer:

Developers, indie hackers, and technical founders who are evaluating LLM APIs for their next project. Also product managers and engineering leads doing cost analysis before committing to a model provider at scale.

What's the story behind your product?

UtilityLab.dev's answer:

When building AI-powered features, we realized every model provider publishes pricing differently — per-token, per-character, per-request — and there's no single place to compare them. Instead of bookmarking five pricing pages and building a spreadsheet, we built a dead-simple comparison tool. We open-sourced the approach and made it free so other developers don't have to waste time doing manual math.

Who are some of the biggest customers of your product?

UtilityLab.dev's answer:

Since it's a free browser tool with no sign-up, we don't track individual users. It's used by developers and teams evaluating LLM costs across startups, agencies, and enterprise engineering teams.

User comments

Share your experience with using Amazon ECR and UtilityLab.dev. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Amazon ECR 53 mentions
UtilityLab.dev 0 mentions
  • Deploying to AWS Lightsail with a Docker image from ECR
    Lightsail is a good home for a single small container: flat pricing, bandwidth included, and none of the VPC/security-group ceremony of EC2. The one rough edge is pulling a private image from Amazon ECR, because a standard Lightsail... - Source: dev.to / 2 months ago
  • Building AI Agents with Spring AI and Amazon Bedrock AgentCore - Part 5 Deploy MCP client for Conference application on AgentCore Runtime
    Let's build the Docker file and upload it to the Amazon Elastic Container Registry:. - Source: dev.to / 4 months ago
  • Building AI Agents with Spring AI and Amazon Bedrock AgentCore - Part 2 Deploy Conference Search application on AgentCore Runtime
    Let's cover the artifact part. You can automate the steps of building the Docker file, uploading it to the Amazon Elastic Container Registry, and referencing the image URL completely. The AgentRuntimeArtifact class offers different from*... - Source: dev.to / 5 months ago

View more

Tracking UtilityLab.dev since Jul 2026.

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