MongoDB, where schema design still matters.
Document modeling around real query patterns — “schema-less” doesn't mean design-free, and most MongoDB performance problems trace back to skipping this step.
| id | entity | status |
|---|---|---|
| 65f1a2 | orders | ok |
| 65f1a3 | orders | ok |
| 65f1a4 | users | ok |
Why teams choose MongoDB — and when we agree.
Document design driven by query patterns
Embedding versus referencing decided based on how data is actually read and written, not by default
Right fit for the right workload
Genuinely strong for flexible, document-shaped data — we'll say when a relational database actually fits your data better.
Indexing taken as seriously as in any database
MongoDB's flexibility doesn't mean indexing is optional — we treat it as a first-class design decision.
Aggregation pipelines built for real volume
Complex queries designed to perform at production data scale, not just in a small test collection.
MongoDB work we actually ship.
Document schema design
Data models built around your actual access patterns — the most consequential MongoDB decision, made deliberately.
Aggregation pipeline development
Complex reporting and analytics queries built to perform at scale.
Replica set & sharding setup
High-availability and horizontal scaling configuration for production workloads.
Migration from relational databases
Moving suitable workloads from SQL databases where the document model genuinely fits better.
What clients ask before hiring us for MongoDB.
If your data is naturally document-shaped and your access patterns favor flexibility over complex joins, yes. If you need strong relational integrity and complex multi-table transactions, we'd likely recommend a relational database instead.
Often the index doesn't actually match the query's filter and sort pattern — we review actual query shapes against the existing indexes rather than assuming more indexes is always the fix.
Got a MongoDB 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.