Software Alternatives, Accelerators & Startups

Teammately.ai VS AWS Database Migration Service

Compare Teammately.ai VS AWS Database Migration Service and see what are their differences

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Teammately.ai logo Teammately.ai

Teammately is The AI AI-Engineer - the AI Agent for AI Engineers that autonomously builds AI Products, Models and Agents based on LLM, prompt, RAG and ML.

AWS Database Migration Service logo AWS Database Migration Service

AWS Database Migration Service allows you to migrate to AWS quickly and securely. Learn more about the benefits and the key use cases.
  • Teammately.ai Let AI draft AI architecture
    Let AI draft AI architecture //
    2025-01-20
  • Teammately.ai Let AI create input datasets
    Let AI create input datasets //
    2025-01-20
  • Teammately.ai Let AI generate custom metrics
    Let AI generate custom metrics //
    2025-01-20
  • Teammately.ai Let AI judge AI outputs based on AI generated metrics
    Let AI judge AI outputs based on AI generated metrics //
    2025-01-20
  • Teammately.ai Let AI recommend alternative plans
    Let AI recommend alternative plans //
    2025-01-20
  • Teammately.ai Let AI judge final rankings
    Let AI judge final rankings //
    2025-01-20

Teammately is the autonomous AI agent designed for AI engineers to build, evaluate, and refine AI products, models, and agents. It empowers you to define your objectives, and then autonomously iterates using LLMs, prompts, RAG, and ML to achieve results beyond human-level manual iteration. Teammately focuses on a scientific approach to AI development, ensuring quality and reliability through AI-driven testing and evaluation.

  • AWS Database Migration Service Landing page
    Landing page //
    2022-01-30

Teammately.ai

$ Details
free
Release Date
2024 September
Startup details
Country
Singapore
Founder(s)
Tom Ohtsuka
Employees
1 - 9

Teammately.ai features and specs

  • Autonomous AI Iteration
    The AI AI-Engineer autonomously refines AI products, models, and agents towards your objectives.
  • Objective-Driven Development
    Aligns AI development with your goals from the outset using PRDs.
  • AI-Powered Evaluation
    Automatically evaluates AI with synthesized datasets and a tailored LLM-as-a-judge for comprehensive quality assurance.
  • Analysis of Evaluated Results
    AI analyzes evaluation results and proposes solutions for optimization.
  • Focus on Scientific AI Building
    Employs a rigorous, data-driven approach to AI development.

AWS Database Migration Service features and specs

  • Minimal Downtime
    AWS Database Migration Service ensures minimal downtime during the database migration process, making it ideal for applications that require continuous availability.
  • Supports Multiple Database Engines
    It supports migration of data between a wide variety of database engines including Oracle, Microsoft SQL Server, MySQL, MariaDB, PostgreSQL, and more.
  • Cost-Effective
    With a pay-as-you-go pricing model, users only pay for the compute resources used during the migration process, making it a cost-effective solution.
  • Managed Service
    As a fully managed service, it reduces the administrative overhead associated with database migrations, including hardware provisioning, software patching, and monitoring.
  • Continuous Data Replication
    It supports continuous data replication with high availability, allowing for nearly real-time data synchronization between the source and target databases.

Possible disadvantages of AWS Database Migration Service

  • Complex Initial Setup
    The initial setup and configuration can be complex, especially for users who are not familiar with AWS services and database migration processes.
  • Limited Customization
    Being a managed service, it offers limited customization options compared to self-managed solutions, which might be a drawback for users with specific requirements.
  • Latency Issues
    For large datasets, there might be latency issues during migration, depending on the network conditions and the geographical locations of the source and target databases.
  • Dependency on AWS Ecosystem
    The service is tightly integrated with AWS, which means it may not be as effective or easy to use with non-AWS environments, creating potential vendor lock-in.
  • Performance Overheads
    There may be performance overheads associated with running the migration tasks, which could impact the performance of the source or target databases during the migration process.

Analysis of AWS Database Migration Service

Overall verdict

  • Overall, AWS Database Migration Service is a reliable and efficient tool for migrating databases to the cloud, especially within the AWS ecosystem. Its flexibility, along with support for various database scenarios, makes it a worthwhile option for organizations looking to modernize their data infrastructure.

Why this product is good

  • AWS Database Migration Service (AWS DMS) is considered a good option for database migrations due to its ease of use, cost-effectiveness, and reliability. It supports a wide range of database engines and allows for seamless data migration with minimal downtime. The service enables continuous data replication, making it suitable for live migrations. Additionally, AWS DMS is fully managed, which means users don't need to worry about the underlying infrastructure, and it offers robust security features.

Recommended for

  • Organizations seeking to migrate their on-premises databases to AWS with minimal downtime.
  • Businesses looking to replicate their data across different regions or availability zones.
  • Users who require a scalable and managed database migration solution.
  • Enterprises wanting to transform their database infrastructure into a cloud-native architecture.
  • Teams that need to conduct continuous data replication from source to target databases.

Teammately.ai videos

Getting Started with Teammately

More videos:

  • Demo - Introducing Teammately - the AI AI-Engineer

AWS Database Migration Service videos

AWS Database Migration Service (DMS)

Category Popularity

0-100% (relative to Teammately.ai and AWS Database Migration Service)
AI
100 100%
0% 0
Data Integration
0 0%
100% 100
AI Tools
100 100%
0% 0
ETL
0 0%
100% 100

Questions and Answers

As answered by people managing Teammately.ai and AWS Database Migration Service.

What makes your product unique?

Teammately.ai's answer

Teammately has following benefits:

  • Enable Human AI-Engineers to focus on more creative and productive missions in AI development.
  • Ensure the AI quality and performance far exceed what a human-only team could have ever achieved

How would you describe your primary audience?

Teammately.ai's answer

This product is for AI-Engineer. Teammately is an Agentic AI for AI development process, designed to enable "Human AI-Engineers" to focus on more creative and productive missions in AI development.

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Teammately.ai and AWS Database Migration Service

Teammately.ai Reviews

We have no reviews of Teammately.ai yet.
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AWS Database Migration Service Reviews

Best ETL Tools: A Curated List
Mostly Batch: Matillion ETL had some real-time CDC based on Amazon DMS that has been deprecated. The Data Loader does have some CDC, but overall, the Data Loader is limited in functionality, and if it’s based on DMS, it will have the limitations of DMS as well.
Source: estuary.dev

Social recommendations and mentions

Based on our record, AWS Database Migration Service seems to be more popular. It has been mentiond 31 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Teammately.ai mentions (0)

We have not tracked any mentions of Teammately.ai yet. Tracking of Teammately.ai recommendations started around Jan 2025.

AWS Database Migration Service mentions (31)

  • Choosing the right, real-time, Postgres CDC platform
    The major infrastructure providers offer CDC products that work within their ecosystem. Tools like AWS DMS, GCP Datastream, and Azure Data Factory can be configured to stream changes from Postgres to other infrastructure. - Source: dev.to / 6 months ago
  • 3 Proven Patterns for Reporting with Serverless
    The second big drawback is speed. There will be more latency in this scenario. How much latency depends upon the environment. If there is RDBMS in the source, AWS Data Migration Service will at worst take around 60 seconds to replicate. That cost needs to be accounted for. Secondarily, many triggering events are leveraged which happen fairly quickly but they do add up. - Source: dev.to / about 1 year ago
  • RDS Database Migration Series - A horror story of using AWS DMS with a happy ending
    Amazon Database Migration Service might initially seem like a perfect tool for a smooth and straightforward migration to RDS. However, our overall experience using it turned out to be closer to an open beta product rather than a production-ready tool for dealing with a critical asset of any company, which is its data. Nevertheless, with the extra adjustments, we made it work for almost all our needs. - Source: dev.to / about 1 year ago
  • Aurora serverless v1 to v2 upgrade pointers?
    Does AWS DMS make sense here? Doesn't the aforementioned "snapshot+restore to provisioned and upgrade" method suffice? I wanted to get some opinions before deep diving into the docs for yet another AWS service. Source: almost 2 years ago
  • Using Amazon RDS Postgres as a read replica from an external Database
    One easy solution is AWS DMS. I use it for on-going CDC replication with custom transforms, but you can use it for simple replication too. Source: about 2 years ago
View more

What are some alternatives?

When comparing Teammately.ai and AWS Database Migration Service, you can also consider the following products

Dify.AI - Open-source platform for LLMOps,Define your AI-native Apps

AWS Glue - Fully managed extract, transform, and load (ETL) service

LangChain - Framework for building applications with LLMs through composability

Xplenty - Xplenty is the #1 SecurETL - allowing you to build low-code data pipelines on the most secure and flexible data transformation platform. No longer worry about manual data transformations. Start your free 14-day trial now.

Haystack NLP Framework - Haystack is an open source NLP framework to build applications with Transformer models and LLMs.

Skyvia - Free cloud data platform for data integration, backup & management