Use cases

One read layer,
many problems solved

ReflexDB fits wherever you need fast, reliable reads without adding load to your production database.

01
For backend & platform teams

Serve read-heavy endpoints without touching production

The problem: every read that hits your production database competes with writes, migrations, and analytics queries — and caching in front of it trades that contention for stale data and invalidation bugs.

ReflexDB removes the contention entirely by serving requests from an in-memory snapshot that stays current in real time.

  • In-memory row store — no disk I/O on query paths
  • Single-digit millisecond response times for simple lookups
  • No cache warming required — data is always synced
  • No stale-cache bugs — CDC propagates changes in under a second
  • Handles spikes without connection-pool exhaustion on primary

A product listing endpoint hitting the primary on every request could see p99 drop from hundreds of milliseconds to single digits after moving reads to ReflexDB.

8 ms typical lookup response
<1 s change propagation
0 cache invalidations to write
Your app read-heavy endpoints
ReflexDB in-memory replica always warm
Primary DB untouched by reads

Writes go straight to your primary. Reads never compete with them again.

03
For data & BI teams

Run aggregations without touching production

The problem: dashboard queries — counts, sums, averages — are expensive on a live transactional database, and they always seem to run during peak write load.

ReflexDB executes them against an in-memory snapshot, with no query planner, no index selection, and no lock contention.

  • COUNT, SUM, AVG with implicit GROUP BY on any field
  • Multi-field ORDER BY for pre-sorted results
  • Nested aggregations across FK-linked tables
  • Results served from RAM — consistent latency regardless of table size
  • No impact on your primary DB, even during peak write load
3 ms typical aggregation response
0 load on your primary
Primary DB transactional load
Live snapshot rows held in RAM zero load on primary
Dashboard 3 ms aggregates

No query planner, no index tuning — aggregations scan memory at consistent speed.

04
For mobile & frontend teams

Typed REST endpoints without writing middleware

The problem: mobile apps need read endpoints that are fast, authenticated, and shaped for the client — which usually means a custom API layer someone has to build and maintain.

With ReflexDB, you get all of that generated from your schema — no custom API layer, no ORM, no resolver boilerplate to maintain.

  • API-key authentication on every endpoint — safe to call from mobile
  • Embed related records in one request — no N+1 on the client
  • OpenAPI spec available for generating typed client SDKs
  • Pagination via LIMIT + OFFSET for infinite scroll
  • Deploy a mobile-specific instance with only the tables the app needs
1 request feed + embedded relations
OpenAPI typed client SDKs
Your schema tables + relations
Typed REST API generated per table no middleware
Mobile app embedded relations, no N+1

Generate typed client SDKs straight from the OpenAPI spec.

05
For AI & automation teams

Your database as a live data source for AI agents

The problem: AI agents and LLM workflows need structured, real-time data to answer questions accurately — and wiring a database into every agent means glue code and credentials sprawl.

ReflexDB's built-in MCP server exposes your database as queryable tools — immediately available to any client that supports the Model Context Protocol.

  • MCP server auto-generated from your instance schema — no extra configuration
  • Query your live data from Claude, Cursor, and other MCP-compatible tools
  • CDC sync means AI agents always see the current state of your database
  • API-key authentication — safe to expose to team tools
  • Available on all plans at no additional cost
<1 s data freshness for agents
$0 additional cost, all plans
Claude / AI agent any MCP client
MCP server built into every instance live data
Your database current state, always

Secured with the same API keys as the REST endpoints — no glue code, no extra infrastructure.

06
For platform & data teams

Separate read layers for every team or application

The problem: different teams and apps need access to different slices of your data — and one shared database credential per consumer is how leaks happen.

Deploy separate ReflexDB instances with tailored schema configs — each exposing only the tables, columns, and rows its consumers need.

  • One instance per app, team, or environment — each with its own schema config
  • Column allow-lists ensure each consumer only sees the fields they should
  • Row predicates filter to the relevant subset at sync time
  • Independent API keys per instance — revoke one without affecting others
  • Deploy in different regions to serve distributed teams where they work
1 → N one database, many read layers
per-instance API keys & revocation
Primary DB one source of truth
Marketing instance products · categories — rxk_mktg_…
Finance instance orders · invoices — rxk_fin_…
Mobile instance posts · authors — rxk_mob_…

Each instance exposes its own tables, columns, and rows — revoke one key without touching the rest.

Ready to offload your read traffic?

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