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aws avatar

Ingesting Into Data Lake

aws/agent-toolkit-for-aws
3.9k installs2.3k stars
Summary

Moves data from various sources into AWS data lakes, targeting either S3 Tables or standard Iceberg depending on what you've already adopted. Handles the full range: local files, S3, JDBC databases (Oracle, Postgres, MySQL, SQL Server), Redshift, Snowflake, BigQuery, DynamoDB, and Glue catalog migrations. The philosophy is smart: it checks your existing catalog setup and recommends S3 Tables for new work but doesn't force you off standard Iceberg if that's what you're using. Includes validation steps, scheduling options, and clear gotchas like the Spark catalog config quirks in Glue 5.x that will bite you if you put settings in the wrong place. Explicitly punts SaaS sources like Salesforce and Kafka to keep scope tight.

Install to Claude Code

npx -y skills add aws/agent-toolkit-for-aws --skill ingesting-into-data-lake --agent claude-code

Installs into .claude/skills of the current project.

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ego lite browserego lite browser
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belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
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Agent, connect blockchain
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Connect your Claude agent to live crypto prices and trading routes via 1inch
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CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
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Download Free life-time →
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
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Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
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Connect your Claude agent to live crypto prices and trading routes via 1inch
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Files
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Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Categories
Backend & APIsDevOps & CI/CDAI & Agent BuildingDebuggingAutomation & WorkflowsSales & MarketingCloud & InfrastructureDatabases
First SeenJun 3, 2026
View on GitHub

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