INCLUDE Clauses in Postgres Primary Keys
Query optimization using INCLUDE clauses in postgres primary keys.
Process optimization for startups and SaaS companies
Lower cloud bills and faster systems without rewriting everything. I find the waste in pipelines, databases, servers, and frontends and fix it. You get more reliable systems that cost less.
Many types of work, all aimed at the same thing: paying less for software that runs better.
Maintenance, performance, and security
Fix the big things like connection setups and drill down on table and query optimization. Wins at the database layer are some of the most permanent and far-reaching improvements.
Serverless and edge infrastructure
Servers that sit idle most of the day still bill for every hour. Using workers is a much better fit for many modern processes, especially inference-heavy ones. I move workflows onto workers that cost nothing between requests and scale without capacity planning.
CI/CD, ETL, and batch jobs
I measure each stage and cut the waste: repeated work, missing caches, oversized runners, and jobs that run more often than needed.
Splitting where it pays off
Not every monolith should be split, and not every split saves money. I find the parts that need to scale or ship on their own, and separate them one at a time.
Dependency, language, and hosting migrations
I help your projects modernize by safely migrating dependencies like pandas and FastAPI, or the Python version itself. Python Workers also open up radically simpler hosting setups.
Finance, music, metrics, and logs
I make sense of complex financial, musical, or logging data. This can include creating custom event indexers, designing storage systems, anomaly detection, or forecasting.
I start from your bills, metrics, and code to find where the money and time go, and we agree on what to fix first.
I make the changes myself, in small, reversible steps, each one measured against where we started.
You keep the changes, the before-and-after numbers, and notes your team can maintain without me.
Query optimization using INCLUDE clauses in postgres primary keys.
Tell me a little about your system and what it costs to run. I'll reply by email.