Infrastructure

Everything Above the Database Inherits Its Limits

The AI program, the analytics layer, the application estate. All of it is constrained by a platform that was sized for a workload nobody runs anymore, on a licensing model nobody has revisited, running an engine that predates half the team. We engineer that layer for what runs on it now, and for what will run on it next.
Why Infolob

Fleets, Not Databases

Enterprises rarely have a database problem. They have a two hundred database problem, spread across four engines, three clouds, and two decades of decisions made by people who have since left

One partner, strategy through steady state

Advise

Advisory

Build

Implementation

Migrate

Migration

Run

Managed Services

Extend

Custom Development

Optimize

FinOps

Engines and deployment

Every Engine, Every Target

The engineering discipline is constant. The engine and the deployment model are variables, decided by workload characteristics and by the commercial position, not by habit.
Capabilities

What we deliver

What is changing

The Database Now Has a New Primary User

For thirty years the database was designed around human developers and scheduled batch. That assumption is breaking. Agents generate queries continuously, at machine speed, in volumes and patterns no capacity model anticipated, and they treat the database as a memory layer rather than as a system of record.

The consequences are concrete. Connection and concurrency profiles change shape. Cost models built on predictable batch windows stop predicting. Retrieval workloads want vector capability next to transactional data rather than in a separate system. Access control has to hold when the caller is not a person.

We engineer for that shift now, on the estates enterprises already run, rather than treating it as a future architecture exercise.

What this means in practice

  • Capacity models rebuilt for continuous rather than batch load
  • Vector capability placed next to transactional data where retrieval demands it
  • Connection pooling and concurrency designed for agent traffic
  • Access control that holds when the caller is a service, not a user
  • Cost attribution per workload rather than per instance
  • Lineage from the retrieval result back to the source record

Frontier models are only as good as the estate they can reach

Delivery Record

Trusted with the estates enterprises will not put at risk

For 17+ years Infolob has been trusted with the mission-critical estates enterprises are least willing to risk. That is the relevant credential on Google Cloud: not a partner who has read about these systems, but the one who already runs them.

Customer successes

Delivered outcomes, not projections

We assert what we have delivered. Every claim below comes from a completed engagement.

Entry Offer

Find out what your database estate is actually costing you

The Estate Diagnostic profiles your database fleet using AWR Warehouse and produces a consolidation, sizing, and licensing position grounded in observed workload behavior rather than in vendor assumptions. No cost, no obligation to proceed.