Breaking down complexity — stylized logo mark with teal and mint geometric shapes

Breaking down complexity

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DynamoDB Technical Guides

In-depth walkthroughs on incremental backups, capacity monitoring, and partition throttling for Amazon DynamoDB.

Incremental Backup Solutions

These guides cover a production-tested approach to incremental DynamoDB backups using DynamoDB Streams and AWS Lambda. Data is captured in native DynamoDB format and stored in S3 versioned buckets, enabling point-in-time restore without full table scans.

Related open-source tools referenced in the series include DynamoDb Replicator and Dynamo Migrator.

Streams & Lambda

Configure DynamoDB Streams to capture item-level changes and trigger Lambda functions that write incremental snapshots to S3. The series walks through IAM policies, timeout tuning, and batch-window sizing.

S3 Versioned Storage

Store backups in native DynamoDB JSON format inside versioned S3 buckets. Leverage the Get Bucket Object Versions API to retrieve historical snapshots for any point in time.

Capacity Monitoring

Detect read/write capacity exhaustion and partition throttling before they impact production workloads. Techniques include CloudWatch alarm patterns and stream-age metrics.

Partition Throttling

Understand how DynamoDB's internal partitioning can cause hot-key throttling even when aggregate capacity appears sufficient. Learn to identify and mitigate uneven access patterns.

Restore Workflow

The restore process uses the Dynamo Incremental Restore tool to replay versioned S3 objects back into a DynamoDB table. The series covers:

  1. Listing all object versions for a given backup prefix using the S3 REST API.
  2. Reconstructing item state at a target timestamp by walking version history.
  3. Writing restored items into a new or existing DynamoDB table with configurable throughput.

For large datasets, the guide also discusses using AWS Data Pipeline for bulk import/export as an alternative path.