AWS Data Lake Security Controls
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AWS Data Lake Security Controls


Primary Components of a Data Lake:

Architecture Layer of a Data Lake without Security:

[1] Compute:? Server-based - EC2, EMR, Redshift; Serverless??- Lambda, Athena, API Gateway etc, Hybrid Model - Redshift Spectrum

[2] Metadata/Catalog:?Capture data lineage, Easy search with tags/business domain, Curate and assign relevancy score

[3] Storage: S3, EBS, Instance Store

AWS Security Services:

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S3 Security and Compliance :

Access Control, Data Protection, Monitor and Audit Security Settings

AWS S3 Common Vulnerabilities:

  • Unauthenticated Bucket Access
  • Semi-Public Bucket Access
  • Improper ACL Permissions

Data loss Prevention (DLP) - Amazon Macie

Data Encryption - Encrypt all data at rest : Server-side or Client-side Encryption

Assign bucket Policies :?Restrict by VPC, HTTPS, IP Filters, KMS Keys

Compliance - Log and Audit all the AWS Activity

Compliance Certifications -HIPAA,PCI-DSS, EfdRAMP, Versioning, Audit Logging

Amazon Redshift Audit Logging:?

  • AWS CloudTrail - Redshift API Calls, KMS API Calls, S3 calls
  • S3: Connection logs, User logs, User activity logs?


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Data Lake Security Best Practices:

  • Federate Access
  • Setup roles and responsibilities matrix within your organization
  • Leverage centralized data catalog
  • Use both preemptive and detective controls
  • Perform regular audits
  • Secure storage, catalog and processing layers
  • Incentivize teams to register datasets to catalog
  • Streamline process between data producers and data consumers?

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