DBRaven

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 (−)

right, removals (−)

IoT Telemetry Ingestion PlatformDeveloper Tools Platform
15 removed+18 added10 unchanged

Components

19

IoT Telemetry Ingestion Platform

22

Developer Tools Platform

8 shared11+14

Failure Modes

6

IoT Telemetry Ingestion Platform

6

Developer Tools Platform

2 shared4+4

Connections

0

IoT Telemetry Ingestion Platform

0

Developer Tools Platform

0 shared

Components

8 shared11 left only+14 right only
=
Event Streamingworkload
workload
=
Apache Kafkaevent stream
async processing
=
Rediscache
acceleration
=
PostgreSQLprimary datastore
data management
=
Competing Consumersarchitecture pattern
application logic
=
Rate Limitingarchitecture pattern
application logic
=
Slow Consumeroperational risk
operational risk
=
Queue Backlog Accumulationoperational risk
operational risk
Time-Series Metricsworkload
workload
Write-Heavy Transactionalworkload
workload
TimescaleDBsupporting component
application logic
ClickHouseprimary datastore
data management
Time Series Rolluparchitecture pattern
application logic
Change Data Capture via WALarchitecture pattern
application logic
Backpressurearchitecture pattern
application logic
Hot Partitionoperational risk
operational risk
Write Amplification Cascadeoperational risk
operational risk
WAL Saturationoperational risk
operational risk
Disk I/O Saturationoperational risk
operational risk
+
Mixed OLTP (SaaS Core)workload
workload
+
Batch ETL Pipelineworkload
workload
+
Read-Heavy API Backendworkload
workload
+
Elasticsearchsupporting component
application logic
+
MinIOsupporting component
application logic
+
Tenant Isolationarchitecture pattern
application logic
+
Bulkhead Isolationarchitecture pattern
application logic
+
Transactional Outbox Patternarchitecture pattern
application logic
+
Read Replicaarchitecture pattern
application logic
+
API Gatewayarchitecture pattern
application logic
+
Tenant Noisy Neighboroperational risk
operational risk
+
Noisy Neighboroperational risk
operational risk
+
Schema Migration Lockoperational risk
operational risk
+
Configuration Driftoperational risk
operational risk

Failure Modes

2 shared4 left only+4 right only
=
Slow Consumer0 nodes affected
moderate
=
Queue Backlog Accumulation2 nodes affected
high
Hot Partition0 nodes affected
highhigh
Write Amplification Cascade0 nodes affected
highhigh
WAL Saturation1 nodes affected
highhigh
Disk I/O Saturation1 nodes affected
highhigh
+
Tenant Noisy Neighbor0 nodes affected
highhigh
+
Noisy Neighbor0 nodes affected
low
+
Schema Migration Lock0 nodes affected
highhigh
+
Configuration Drift0 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, 22 nodes, 0 edges, 6 risks, 1 simulation seeds

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

Operational Risk

Developer →

6 risks (top: high), 3 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

Developer →

4 watched metrics, 4 observability recommendations, 1 simulation seeds

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

Generator Readiness

← IoT

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