GROWTH PATTERN

Adding Retention to DynamoDB Apps

DynamoDB manages data correctly, but lacks the infrastructure to identify inactive users or celebrate growth milestones.

DynamoDB

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What's Missing in Standard DynamoDB Architecture

DynamoDB manages data correctly, but lacks the infrastructure to track user activity and automatically segment users by engagement levels.

Standard DynamoDB Flow vs Optimized Skene Flow

Standard Flow
1

User has access to DynamoDB features

2

Features available but usage not monitored

3

No activation prompts for unused features

Skene Flow
1

Monitor DynamoDB usage patterns and feature adoption

2

Identify users who haven't used key features

3

Trigger feature discovery emails with examples and use cases

4

Track feature adoption and send advanced usage guides

Visual comparison of the flows:

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How Skene Fixes This

We created a Skene Prompt that installs behavioral tracking for DynamoDB. It monitors DynamoDB tables for user activity patterns and automatically triggers re-engagement campaigns when users become inactive.

Implementation Comparison

Using Skene Infrastructure

Install via Prompt

cursor.mdc
@task: Initialize Skene.
@action: Analyze my local code, validating subscription via `npx skene login`, and generate `skene.config.ts` to implement the Retention Loop pattern for DynamoDB.

Copy Skene Prompt for Cursor

Generated skene.config.ts

skene.config.ts
// skene.config.ts - The Automated Way
import { defineLoop } from '@skene/sdk';

export default defineLoop({
  type: 'retention',
  opinion: 'Detect dormant users and trigger personalized re-engagement campaigns',
  steps: [
    {
      trigger: {
        type: 'schedule',
        cron: '0 9 * * *' // Daily at 9 AM
      },
      condition: {
        type: 'query',
        query: `SELECT * FROM users WHERE last_activity_at < NOW() - INTERVAL '7 days' AND re_engagement_sent = false`,
        timeout: '10m'
      },
      action: {
        type: 'email',
        provider: 'resend',
        template: 're_engagement',
        personalization: {
          name: '{{user.name}}',
          lastActivity: '{{user.last_activity_at}}'
        }
      }
    }
  ],
  recovery: {
    retries: 3,
    backoff: 'exponential'
  }
});

Frequently asked questions