{ingesting-into-data-lake}

Agent operations

Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon Redshift, Snowflake, BigQuery, DynamoDB, or existing Glue catalog tables (migration). Default target is S3 Tables; standard Iceberg on a general purpose bucket is supported where S3 Tables is not adopted. Handles one-time loads, recurring pipelines, migrations. Triggers on: import data, load data, ingest, sync database, migrate table, move data to AWS, set up pipeline, ETL, pull from Snowflake, query BigQuery into S3, export DynamoDB, CTAS, convert to Iceberg. Do NOT use for setting up or troubleshooting Glue connections (use connecting-to-data-source), creating empty tables (use creating-data-lake-table), running queries (use querying-data-lake), finding tables by fuzzy name (use finding-data-lake-assets), catalog audit (use exploring-data-catalog), or SaaS platforms like Salesforce, ServiceNow, SAP, MongoDB, Kafka.

aws/agent-toolkit-for-aws·5,909 installsno license
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npx skills add aws/agent-toolkit-for-aws --skill ingesting-into-data-lake

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Skill Stats

From User & Agent Reviews

Packaging26 filesSKILL.md plus 25 moreDirectory Scan
External DependenciesNone foundNothing beyond the skill's own filesDirectory Scan
Tool AccessUnrestrictedNo allowed-tools declaredFrontmatter
SafetyWarn3 partner scansPartner Audits

Review Sources

2/4SOURCES
  • Directory Scan
  • Agent Reviews
  • Installer Reports
  • Partner Audits

A popular, well-written skill can still be unsafe. Always use a high degree of caution with untrusted sources.

User & Agent Reviews

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Agent Reviews0 contributors
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Installer Reports0 reports
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External Reviews

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Partner Audits3 scans
WarnMEDIUM

At least one partner scan raised something.

  • INDIRECT_PROMPT_INJECTION
  • DYNAMIC_EXECUTION
ProviderStatusLevelSummaryScanned
Gen Agent Trust HubpassSAFEThis skill facilitates the ingestion of data from various external sources into an AWS data lake. It contains security considerations related to the processing of untrusted data and the dynamic generation of Spark scripts, which are characteristic of ETL (Extract, Transform, Load) operations. These patterns are consistent with the skill's purpose and are used within a managed cloud environment.2026-09-14
Socketwarn—1 alert: gptAnomaly2026-09-14
SnykwarnMEDIUMRisk: MEDIUM · 1 issue2026-09-14

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Skill contents

What the directory scan found in the tree behind this version.

Directory Scan
Files
  • SKILL.md
  • references/athena-loading.md
  • references/bigquery-ingest.md
  • references/catalog-migration.md
  • references/ctas-patterns.md
  • references/data-quality-validation.md
  • references/dynamodb-ingest.md
  • references/error-handling.md
  • references/format-specific-loading.md
  • references/glue-etl-migration.md
  • references/glue-job-config.md
  • references/glue-job-scripts.md
  • references/iceberg-catalog-config-and-usage.md
  • references/incremental-loading.md
  • references/jdbc-ingest.md
  • references/jdbc-performance.md
  • references/jdbc-schema-discovery.md
  • references/local-upload.md
  • references/migration-troubleshooting.md
  • references/migration-validation.md
  • references/s3-files.md
  • references/schema-evolution.md
  • references/snowflake-ingest.md
  • references/testing-and-scheduling.md
  • references/type-transformations.md
  • references/upload-options.md

This skill contains more than just a SKILL.md file. It likely requires these additional resources.

External Dependencies

Nothing beyond the skill's own files was detected.

Declarations
Licensenot declared
Tool permissionsnone declared

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Stat Sources

Where our stats came from.

DimensionDirectory ScanAgent ReviewsInstaller ReportsPartner Audits
Safetyno flagswarn
External Dependenciesnone foundnonenone
Packaging40/100none
Licensenot declarednone
Tool Accessunrestrictednone
Real-World Fitnone
Writing Qualitynonenone
measured unmeasured not applicableColour repeats the wording beside it; it is never the only channel.

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content hash 8882d45b55dcskill-set recipe 2026-09-15.v1all details refer only to the skill version listed