Specialized Database Engineering & Optimization Services
We specialize exclusively in relational database mechanics: eliminating sequential scan bottlenecks, refactoring transaction locking structures, partitioning massive tables, and tuning storage memory parameters.
Database Architecture Audit & Execution Plan Optimization
Our flagship diagnostic engagement targets production database clusters suffering from degraded query response times, unpredictable latency spikes, and CPU bottlenecks. We analyze query planner trees, rewrite inefficient queries, rebuild indexing strategies, and tune memory allocation parameters.
Targeted Engineering Engagements
Concurrency & Lock Contention Remediation
Resolving transaction deadlocks, connection exhaustion, row-level locking bottlenecks, and connection pooler starvation.
Large-Scale Table Partitioning & Storage Index Strategy
Declarative partitioning, time-series data pruning, vacuum overhead elimination, and cold storage tiering.
Batch Ingestion & Write-Amplification Throughput Engineering
Optimizing write pipelines, WAL throughput, bulk COPY streaming, and commit overhead minimization.
How We Collaborate With Your Team
Our consulting engagements are structured around non-intrusive diagnostics, pull-request code reviews, and transparent benchmarks. We work alongside your engineering team without demanding production access.
- Direct collaboration via shared Slack/Discord channels and pull requests
- Zero requirement for direct production write credentials
- Full code and SQL migration ownership stays with your engineers