DBRaven
Start Review →

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
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
high

Event-Driven

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
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
high

Event-Driven

Two-Sided Marketplace Platform
expert

Marketplace

Write-Heavy Transactional Platform
high

Write-Heavy

Content Management Platform→Developer Tools Platform
−18 removed+22 added6 unchanged

Components

18

Content Management Platform

22

Developer Tools Platform

6 shared−12+16

Failure Modes

6

Content Management Platform

6

Developer Tools Platform

0 shared−6+6

Connections

0

Content Management Platform

0

Developer Tools Platform

0 shared

Components

6 shared−12 left only+16 right only
=
Read-Heavy API Backendworkload
workload
=
Mixed OLTP (SaaS Core)workload
workload
=
PostgreSQLprimary datastore
data management
=
Rediscache
acceleration
=
Elasticsearchsupporting component
application logic
=
Read Replicaarchitecture pattern
application logic
−
Document Search Workloadworkload
workload
−
Cache-Asidearchitecture pattern
application logic
−
Read-Through Cachearchitecture pattern
application logic
−
CQRS (Command Query Responsibility Segregation)architecture pattern
application logic
−
Materialized Viewarchitecture pattern
application logic
−
Index Tablearchitecture pattern
application logic
−
Thundering Herd (Cache Stampede)operational risk
operational risk
−
Cache Stampede (Dog-Pile)operational risk
operational risk
−
N+1 Query Problemoperational risk
operational risk
−
Replication Lag Cascadeoperational risk
operational risk
−
Missing Index Query Degradationoperational risk
operational risk
−
Table and Index Bloatoperational risk
operational risk
+
Event Streamingworkload
workload
+
Batch ETL Pipelineworkload
workload
+
Apache Kafkaevent stream
async processing
+
MinIOsupporting component
application logic
+
Tenant Isolationarchitecture pattern
application logic
+
Bulkhead Isolationarchitecture pattern
application logic
+
Rate Limitingarchitecture pattern
application logic
+
Competing Consumersarchitecture pattern
application logic
+
Transactional Outbox Patternarchitecture pattern
application logic
+
API Gatewayarchitecture pattern
application logic
+
Tenant Noisy Neighboroperational risk
operational risk
+
Noisy Neighboroperational risk
operational risk
+
Queue Backlog Accumulationoperational risk
operational risk
+
Schema Migration Lockoperational risk
operational risk
+
Slow Consumeroperational risk
operational risk
+
Configuration Driftoperational risk
operational risk

Failure Modes

−6 left only+6 right only
−
Thundering Herd (Cache Stampede)1 nodes affected
highhigh
−
Cache Stampede (Dog-Pile)1 nodes affected
highhigh
−
N+1 Query Problem1 nodes affected
moderate
−
Replication Lag Cascade1 nodes affected
moderate
−
Missing Index Query Degradation0 nodes affected
moderate
−
Table and Index Bloat0 nodes affected
moderate
+
Tenant Noisy Neighbor0 nodes affected
highhigh
+
Noisy Neighbor0 nodes affected
low
+
Queue Backlog Accumulation2 nodes affected
highhigh
+
Schema Migration Lock0 nodes affected
highhigh
+
Slow Consumer0 nodes affected
moderate
+
Configuration Drift0 nodes affected
moderate

Connections

Six-Dimension Assessment

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

moderate complexity, 18 nodes, 0 edges, 6 risks, 4 simulation seeds

Complexity

← Content

high complexity, 22 nodes, 0 edges, 6 risks, 1 simulation seeds

6 risks (top: high), 3 high/critical, 1 confirmed by simulation

Operational Risk

Developer →

6 risks (top: high), 3 high/critical, 0 confirmed by simulation

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

Scalability

depends

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

Advisor assessment: Intermediate; recommended team: Experienced Backend Team; 9 operational requirements

Operational Maturity

← Content

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

10 watched metrics, 4 observability recommendations, 4 simulation seeds

Observability

Developer →

4 watched metrics, 4 observability recommendations, 1 simulation seeds

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

Generator Readiness

← Content

generator relevance documented; topology generation relevance noted; simulation relevance noted; 1 seeds with generator notes

Full comparison + decision path →Topology: Content Management Platform →Topology: Developer Tools Platform →