recommendation-engine sync — architectureCurrentTo-Be

Event Stream

Kafka / MSK

event stream

KEEP

Stream Processing

Flink

stream processing

NEW

Feature Storage

DynamoDB

online feature store

NEW

Offline Store

training parity

RECOMMENDED

Contracts & Quality

Schema Registry

event contracts

RECOMMENDED

Drift Monitoring

features + model

RECOMMENDED

Legacy Pipeline

PAIN

Batch ETL

nightly · 24h stale

RETIRED

Model Inference

SageMaker

live inference

KEEP
Picture complete · 3 gaps filled
Current → To-be · every system placed
Exports: draw.io · PNG · HTML

For Solution Architects, Project Managers, Solutions Engineers, Technical Consultants, Account Executives & IT Leaders

Describe your system. The architecture draws itself.

Skip the hours spent translating notes into diagrams. Walk away with clarity, shared understanding, and a path forward.

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Works fromDesign docsRequirementsRough notesSlack threadsCall transcripts8 file formats
Solution architecture diagram generated from the raw notesThe architecture
- recommendations are a full day stale, the nightly batch pipeline can't keep up with catalog changes
- events already land in Kafka today (MSK on the ingestion side)
- if we stream through Flink we can compute features as events arrive instead of waiting for the 2am run
- open q: where do features live then? the model reads from the warehouse right now
- idea: DynamoDB as an online feature store — single-digit-ms reads, SageMaker scores against it directly
- the 2am batch job retires (one less page)
- need backfill for cold-start items — risk
- decision: prototype the streaming path this sprint
Your notes

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The architecture was in your notes. Buried.

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Proposals & pre-sales

A principal-grade diagram for the deck — from the notes you already have, before the follow-up.

Process mapping

Multi-actor swimlanes from a plain description of who does what, when.

Documentation

Give every system a current-state picture that stays editable as things change.

How It Works

Three steps. Zero manual drawing.

01

Describe the system

Type it in plain words — or paste a design doc, requirements, notes. TXT, PDF, DOCX, and more.

02

Watch it draw

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03

Refine and share

Edit directly on the canvas, then export to draw.io, PNG, or a shareable HTML file.

“I spent years redrawing the same boxes after every design discussion. DiagramThis is the tool I wished I had — describe the system once, and the boxes draw themselves before the follow-up email goes out.”
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150 credits / month

  • 150 credits every month
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  • Architecture diagrams, flowcharts & swimlanes
  • Fully editable canvas — your changes always survive
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  • Exports: draw.io (editable), PNG & shareable HTML
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Stop dragging boxes. Start describing systems.

Your notes already hold the architecture. DiagramThis turns them into the diagram that usually costs you the rest of the afternoon.

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