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
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
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
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
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

IoT Telemetry Ingestion Platform→Observability Platform
−3 removed+5 added22 unchanged

Components

19

IoT Telemetry Ingestion Platform

21

Observability Platform

17 shared−2+4

Failure Modes

6

IoT Telemetry Ingestion Platform

6

Observability Platform

5 shared−1+1

Connections

0

IoT Telemetry Ingestion Platform

0

Observability Platform

0 shared

Components

17 shared−2 left only+4 right only
=
Time-Series Metricsworkload
workload
=
Event Streamingworkload
workload
=
Write-Heavy Transactionalworkload
workload
=
Apache Kafkaevent stream
async processing
=
TimescaleDBsupporting component
application logic
=
Rediscache
acceleration
=
ClickHouseprimary datastore
data management
=
Time Series Rolluparchitecture pattern
application logic
=
Change Data Capture via WALarchitecture pattern
application logic
=
Backpressurearchitecture pattern
application logic
=
Competing Consumersarchitecture pattern
application logic
=
Rate Limitingarchitecture pattern
application logic
=
Hot Partitionoperational risk
operational risk
=
Write Amplification Cascadeoperational risk
operational risk
=
WAL Saturationoperational risk
operational risk
=
Slow Consumeroperational risk
operational risk
=
Disk I/O Saturationoperational risk
operational risk
−
PostgreSQLprimary datastore
data management
−
Queue Backlog Accumulationoperational risk
operational risk
+
Analytics Heavy (OLAP)workload
workload
+
Elasticsearchsupporting component
application logic
+
Materialized Viewarchitecture pattern
application logic
+
Fanout Amplificationoperational risk
operational risk

Failure Modes

5 shared−1 left only+1 right only
=
Hot Partition0 nodes affected
high
=
Write Amplification Cascade0 nodes affected
high
=
WAL Saturation1 nodes affected
high
=
Slow Consumer0 nodes affected
moderate
=
Disk I/O Saturation1 nodes affected
high
−
Queue Backlog Accumulation2 nodes affected
highhigh
+
Fanout Amplification0 nodes affected
moderate

Connections

Six-Dimension Assessment

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

high complexity, 19 nodes, 0 edges, 6 risks, 3 simulation seeds

Complexity

← IoT

high complexity, 21 nodes, 0 edges, 6 risks, 2 simulation seeds

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

Operational Risk

Observability →

6 risks (top: high), 4 high/critical, 0 confirmed by simulation

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

Scalability

depends

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

8 watched metrics, 7 observability recommendations, 3 simulation seeds

Observability

Observability →

4 watched metrics, 5 observability recommendations, 2 simulation seeds

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

Generator Readiness

depends

generator relevance documented; topology generation relevance noted; simulation relevance noted; 2 seeds with generator notes

Full comparison + decision path →Topology: IoT Telemetry Ingestion Platform →Topology: Observability Platform →