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Architecture Structural Diff

Compare two scenarios node-by-node. See exactly which components, failure modes, and connections are shared, removed (−), or added (+) when switching from the left scenario to the right.

Select Scenarios to Diff

left, removals (−)

AI Retrieval-Augmented Generation Platform
high

AI / RAG

API Gateway Platform
high

Multi-Tenant SaaS

Analytics Data Platform
high

Analytics

Audit and Compliance Platform
high

Financial Ledger

Content Management Platform
moderate

Read-Heavy

Developer Tools Platform
high

Multi-Tenant SaaS

Distributed Job Queue Platform
moderate

Write-Heavy

E-Commerce Order Platform
high

Marketplace

Event-Driven Analytics Pipeline
high

Event-Driven

Financial Ledger Platform
expert

Financial Ledger

Gaming Backend Platform
high

Realtime Collab

Geospatial Tracking Platform
high

Realtime Collab

Healthcare Records Platform
expert

Financial Ledger

IoT Telemetry Ingestion Platform
high

Write-Heavy

ML Feature Serving Platform
expert

AI / RAG

Multi-Tenant SaaS Platform
moderate

Multi-Tenant SaaS

Notification Delivery Platform
moderate

Event-Driven

Observability Platform
high

Analytics

Read-Heavy SaaS API
moderate

Read-Heavy

Realtime Collaborative Editor
expert

Realtime Collab

Search-Heavy Content Platform
high

Search-Heavy

Social Feed Platform
high✓

Event-Driven

Streaming Media Platform
Two-Sided Marketplace Platform
expert

Marketplace

Write-Heavy Transactional Platform
high

Write-Heavy

right, removals (−)

AI Retrieval-Augmented Generation Platform
high

AI / RAG

API Gateway Platform
high

Multi-Tenant SaaS

Analytics Data Platform
high

Analytics

Audit and Compliance Platform
high

Financial Ledger

Content Management Platform
moderate

Read-Heavy

Developer Tools Platform
high

Multi-Tenant SaaS

Distributed Job Queue Platform
moderate

Write-Heavy

E-Commerce Order Platform
high

Marketplace

Event-Driven Analytics Pipeline
high

Event-Driven

Financial Ledger Platform
expert

Financial Ledger

Gaming Backend Platform
high

Realtime Collab

Geospatial Tracking Platform
high

Realtime Collab

Healthcare Records Platform
expert

Financial Ledger

IoT Telemetry Ingestion Platform
high

Write-Heavy

ML Feature Serving Platform
expert

AI / RAG

Multi-Tenant SaaS Platform
moderate

Multi-Tenant SaaS

Notification Delivery Platform
moderate

Event-Driven

Observability Platform
high

Analytics

Read-Heavy SaaS API
moderate

Read-Heavy

Realtime Collaborative Editor
expert

Realtime Collab

Search-Heavy Content Platform
high

Search-Heavy

Social Feed Platform
Streaming Media Platform
high✓

Event-Driven

Two-Sided Marketplace Platform
expert

Marketplace

Write-Heavy Transactional Platform
high

Write-Heavy

Social Feed Platform→Streaming Media Platform
−11 removed+15 added12 unchanged

Components

18

Social Feed Platform

21

Streaming Media Platform

9 shared−9+12

Failure Modes

5

Social Feed Platform

6

Streaming Media Platform

3 shared−2+3

Connections

0

Social Feed Platform

0

Streaming Media Platform

0 shared

Components

9 shared−9 left only+12 right only
=
Read-Heavy API Backendworkload
workload
=
Event Streamingworkload
workload
=
PostgreSQLprimary datastore
data management
=
Rediscache
acceleration
=
Apache Kafkaevent stream
async processing
=
Cache-Asidearchitecture pattern
application logic
=
Thundering Herd (Cache Stampede)operational risk
operational risk
=
Queue Backlog Accumulationoperational risk
operational risk
=
Hot Partitionoperational risk
operational risk
−
Write-Heavy Transactionalworkload
workload
−
RabbitMQevent stream
async processing
−
Fan-Out on Writearchitecture pattern
application logic
−
Fan-Out on Readarchitecture pattern
application logic
−
Transactional Outbox Patternarchitecture pattern
application logic
−
Publisher-Subscriberarchitecture pattern
application logic
−
Read Replicaarchitecture pattern
application logic
−
Fanout Amplificationoperational risk
operational risk
−
Replication Lag Cascadeoperational risk
operational risk
+
Batch ETL Pipelineworkload
workload
+
Time-Series Metricsworkload
workload
+
Apache Cassandraprimary datastore
data management
+
MinIOsupporting component
application logic
+
Competing Consumersarchitecture pattern
application logic
+
Event Sourcingarchitecture pattern
application logic
+
Change Data Capture via WALarchitecture pattern
application logic
+
Backpressurearchitecture pattern
application logic
+
Rate Limitingarchitecture pattern
application logic
+
Disk I/O Saturationoperational risk
operational risk
+
Slow Consumeroperational risk
operational risk
+
Cascading Failureoperational risk
operational risk

Failure Modes

3 shared−2 left only+3 right only
=
Thundering Herd (Cache Stampede)1 nodes affected
high
=
Queue Backlog Accumulation1 nodes affected
high
=
Hot Partition0 nodes affected
high
−
Fanout Amplification1 nodes affected
moderate
−
Replication Lag Cascade1 nodes affected
moderate
+
Disk I/O Saturation1 nodes affected
highhigh
+
Slow Consumer0 nodes affected
moderate
+
Cascading Failure0 nodes affected
highhigh

Connections

Six-Dimension Assessment

Structural comparison across complexity, risk, scalability, maturity, observability, and generator readiness.

high complexity, 18 nodes, 0 edges, 5 risks, 4 simulation seeds

Complexity

← Social

high complexity, 21 nodes, 0 edges, 6 risks, 3 simulation seeds

5 risks (top: high), 4 high/critical, 1 confirmed by simulation

Operational Risk

← Social

6 risks (top: high), 5 high/critical, 0 confirmed by simulation

4 scaling thresholds, 3 migration paths, 6 advisor scaling signals

Scalability

← Social

4 scaling thresholds, 3 migration paths, 4 advisor scaling signals

Advisor assessment: Advanced; recommended team: Experienced Backend Team; 12 operational requirements

Operational Maturity

tie

Advisor assessment: Advanced; recommended team: Experienced Backend Team; 14 operational requirements

12 watched metrics, 6 observability recommendations, 4 simulation seeds

Observability

Streaming →

8 watched metrics, 7 observability recommendations, 3 simulation seeds

generator relevance documented; topology generation relevance noted; simulation relevance noted; 4 seeds with generator notes

Generator Readiness

depends

generator relevance documented; topology generation relevance noted; simulation relevance noted; 3 seeds with generator notes

Full comparison + decision path →Topology: Social Feed Platform →Topology: Streaming Media Platform →