field notes on cloud architecture, distributed systems, and AI infrastructure
Cloudflare's USDC wallet for agents is a signal. The real work is connecting agent intent to real money, identity, and audit trails.
Agents can already do a lot. They can reason. They can search. They can call tools. They can chain steps together and look useful.
But the moment an agent needs to pay for something, it hits a wall.
Read more →· 6 min
Most Oracle-to-Postgres conversations stall before anyone converts a single object. So I built the environment as code: one Deploy to Azure button, a sample Oracle source, a Postgres target, and AI-assisted schema conversion.
Every Oracle to PostgreSQL conversation I have follows the same arc.
The customer is interested. The economics are obvious. Then someone asks the only question that matters: how much of our schema actually converts, and what breaks?
Read more →· 5 min
Disaggregating Postgres is not just an internals change. It rewrites how you think about failover, latency, and cost.
PostgreSQL has earned its place because it is boring in the best way. It is reliable, familiar, extensible, and battle-tested. For most workloads, the traditional PostgreSQL architecture works extremely well.
But at cloud scale, the same design starts to show pressure.
Read more →· 7 min
Migration, modernization, and AI all converge on the same database. That is what makes PostgreSQL the play.
The cloud database conversation keeps moving. One year it is NoSQL. Another year it is serverless. Then it is lakehouse. Then vector databases. Then AI-native databases.
But underneath most serious applications, the same truth keeps showing up: PostgreSQL is still one of the biggest cloud opportunities in front of us.
Read more →· 7 min
You cannot cache your way out of a chatty data layer. The shape of your queries decides the shape of your product.
Latency is easy to dismiss until customers feel it.
A page takes too long to load. A checkout flow stalls. A support agent waits on a search result. A transaction hangs for just long enough to make the user click again. An internal app feels "slow," but nobody can explain exactly where the time is going.
Read more →· 8 min