GraphQL, PostgreSQL, streaming, and distributed systems

Architecture for systems that stay clear at scale

I help product teams untangle high-pressure infrastructure, improve performance, and make hard technical decisions with less noise.

Ask Miia to stabilize a multi-region playback platform

GraphQL

Schemas, resolvers, query behavior.

PostgreSQL

Indexes, models, performance paths.

Streaming

HLS/DASH delivery and telemetry.

Operations

Tracing, logging, release discipline.

Leadership

Direction for hard technical calls.

What I fix

Architecture that has started costing the team speed.

Untangle queues, data ownership, failure modes, and the parts of the system nobody wants to touch.

Make PostgreSQL and GraphQL predictable under real product growth, not just benchmark-friendly.

Harden delivery paths, playback telemetry, caching, and latency budgets for media workloads.

12+ years

Building production systems.

40-60ms

Latency budgets protected.

Millions

Users served across media and platform work.

Optimized for engineering teams. Built-in support for difficult technical decisions.

Engagement