DynamoDB, designed backwards from your access patterns.
Single-digit-millisecond latency at massive scale — achieved only by modeling data around exactly how it'll be queried, decided before a single table gets created.
| id | entity | status |
|---|---|---|
| PK#101 | ORDER#5021 | 200 OK |
| PK#102 | ORDER#5022 | 200 OK |
| PK#103 | USER#88 | 200 OK |
Why teams choose DynamoDB — and when we agree.
Access-pattern-first modeling
Every table designed backwards from the actual queries it needs to serve — the single most important DynamoDB design decision.
Single-table design where it earns its place
A genuinely powerful pattern for complex applications, applied deliberately rather than as a default dogma.
Honest about where it doesn't fit
Complex ad-hoc queries and relational joins are not DynamoDB's strength — we'll say so before you commit to it for the wrong workload.
Capacity & cost modeling done upfront
On-demand versus provisioned capacity decided based on your actual traffic shape, not guessed at.
DynamoDB work we actually ship.
Data modeling & table design
Access-pattern-driven schema design — the foundation everything else depends on.
Single-table design implementation
Complex applications modeled efficiently within DynamoDB's constraints.
Migration from relational databases
Careful re-modeling for workloads that genuinely benefit from DynamoDB's scale characteristics.
Global tables & DAX caching
Multi-region replication and caching for latency-sensitive global applications.
What clients ask before hiring us for DynamoDB.
If you have well-known, predictable access patterns and need massive scale with low latency, yes. If your application needs flexible ad-hoc queries or complex joins, a relational database will serve you better — we'll tell you which camp you're in.
Modeling tables like a relational database and only discovering the access-pattern problem at scale. We solve that by designing backwards from queries before any table exists.
Got a DynamoDB project in mind?
A 30-minute call with a principal engineer — no salespeople, no slide decks. You will leave with a written perspective on your plan whether we end up working together or not.